{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "holdings.py is found and loaded within xalpha dir\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            require.config({\n",
       "                paths: {\n",
       "                    DT: '//cdn.datatables.net/1.10.20/js/jquery.dataTables.min',\n",
       "                }\n",
       "            });\n",
       "            $('head').append('<link rel=\"stylesheet\" type=\"text/css\" href=\"//cdn.datatables.net/1.10.20/css/jquery.dataTables.min.css\">');\n",
       "            $('head').append('<style> td, th {{text-align: center;}}</style>')\n",
       "        "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import xalpha as xa\n",
    "import pandas as pd\n",
    "\n",
    "xa.set_display(\"notebook\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们探索下 xalpha 的交易模拟功能，以回测一系列主动基虚拟交易为例"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 基金池\n",
    "\n",
    "### 绝对收益\n",
    "* 广发趋势优选 000215\n",
    "* 安信稳健增值  001316\n",
    "* 海富通阿尔法 519062\n",
    "\n",
    "### 债基混合\n",
    "* 鹏华丰禄 003547 0 股票仓位\n",
    "* 易方达丰和 002969 15 股票仓位\n",
    "* 易方达裕翔 002351 25 股票仓位\n",
    "* 易方达安心回馈 001182 40 股票仓位\n",
    "\n",
    "### 股基混合\n",
    "* 519697 交银优势行业\n",
    "* 519732 交银双息\n",
    "* 163415 兴权商业模式优选\n",
    "\n",
    "### 进攻纯股基\n",
    "* 001178 前海再融资\n",
    "* 001938 中欧时代先锋\n",
    "* 000751 嘉实新兴产业\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "fundlist = [\n",
    "    \"000215\",\n",
    "    \"001316\",\n",
    "    \"519062\",\n",
    "    \"003547\",\n",
    "    \"002969\",\n",
    "    \"002351\",\n",
    "    \"001182\",\n",
    "    \"519697\",\n",
    "    \"519732\",\n",
    "    \"163415\",\n",
    "    \"001178\",\n",
    "    \"001938\",\n",
    "    \"000751\",\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "infolist = [xa.fundinfo(code) for code in fundlist]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Timestamp('2013-09-11 00:00:00'),\n",
       " Timestamp('2015-05-25 00:00:00'),\n",
       " Timestamp('2014-11-20 00:00:00'),\n",
       " Timestamp('2016-10-27 00:00:00'),\n",
       " Timestamp('2016-11-23 00:00:00'),\n",
       " Timestamp('2016-01-22 00:00:00'),\n",
       " Timestamp('2015-05-29 00:00:00'),\n",
       " Timestamp('2009-01-21 00:00:00'),\n",
       " Timestamp('2013-09-04 00:00:00'),\n",
       " Timestamp('2012-12-18 00:00:00'),\n",
       " Timestamp('2015-05-18 00:00:00'),\n",
       " Timestamp('2015-11-03 00:00:00'),\n",
       " Timestamp('2014-09-17 00:00:00')]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "startdate = [f.price.iloc[0].date for f in infolist]\n",
    "startdate\n",
    "# 看一下这些基金是从什么时候创建的"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "那么我们从20170101开始一揽子买入, 先写个账单"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame([[1000 for _ in fundlist]], columns=fundlist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/Cellar/python3/3.6.3/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/ipykernel_launcher.py:1: FutureWarning: The pandas.datetime class is deprecated and will be removed from pandas in a future version. Import from datetime instead.\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "$(element).html(`<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>000215</th>\n",
       "      <th>001316</th>\n",
       "      <th>519062</th>\n",
       "      <th>003547</th>\n",
       "      <th>002969</th>\n",
       "      <th>002351</th>\n",
       "      <th>001182</th>\n",
       "      <th>519697</th>\n",
       "      <th>519732</th>\n",
       "      <th>163415</th>\n",
       "      <th>001178</th>\n",
       "      <th>001938</th>\n",
       "      <th>000751</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>2017-01-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>`);\n",
       "\n",
       "                require([\"DT\"], function(DT) {$(document).ready( () => {\n",
       "                    // Turn existing table into datatable\n",
       "                    $(element).find(\"table.dataframe\").DataTable({'scrollX': '100%'});\n",
       "                    })\n",
       "                });\n",
       "        "
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>000215</th>\n",
       "      <th>001316</th>\n",
       "      <th>519062</th>\n",
       "      <th>003547</th>\n",
       "      <th>002969</th>\n",
       "      <th>002351</th>\n",
       "      <th>001182</th>\n",
       "      <th>519697</th>\n",
       "      <th>519732</th>\n",
       "      <th>163415</th>\n",
       "      <th>001178</th>\n",
       "      <th>001938</th>\n",
       "      <th>000751</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>2017-01-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   000215  001316  519062  003547  002969  002351  001182  519697  519732  \\\n",
       "0    1000    1000    1000    1000    1000    1000    1000    1000    1000   \n",
       "\n",
       "   163415  001178  001938  000751       date  \n",
       "0    1000    1000    1000    1000 2017-01-01  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"date\"] = pd.datetime(2017, 1, 1)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "sys = xa.mul(status=df)  # 获取模拟交易组合"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "$(element).html(`<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>基金名称</th>\n",
       "      <th>基金代码</th>\n",
       "      <th>当日净值</th>\n",
       "      <th>单位成本</th>\n",
       "      <th>持有份额</th>\n",
       "      <th>基金现值</th>\n",
       "      <th>基金总申购</th>\n",
       "      <th>历史最大占用</th>\n",
       "      <th>基金持有成本</th>\n",
       "      <th>基金分红与赎回</th>\n",
       "      <th>换手率</th>\n",
       "      <th>基金收益总额</th>\n",
       "      <th>投资收益率</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>总计</td>\n",
       "      <td>total</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21076.28</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>11495.34</td>\n",
       "      <td>1504.66</td>\n",
       "      <td>0.159330</td>\n",
       "      <td>9580.94</td>\n",
       "      <td>73.6995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>嘉实新兴产业股票</td>\n",
       "      <td>000751</td>\n",
       "      <td>4.3260</td>\n",
       "      <td>1.4892</td>\n",
       "      <td>671.49</td>\n",
       "      <td>2904.87</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.142801</td>\n",
       "      <td>1904.87</td>\n",
       "      <td>190.4870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>交银定期支付双息平衡混合</td>\n",
       "      <td>519732</td>\n",
       "      <td>4.7160</td>\n",
       "      <td>2.0931</td>\n",
       "      <td>477.75</td>\n",
       "      <td>2253.07</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.142801</td>\n",
       "      <td>1253.07</td>\n",
       "      <td>125.3070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>兴全商业模式优选混合</td>\n",
       "      <td>163415</td>\n",
       "      <td>2.8810</td>\n",
       "      <td>1.3781</td>\n",
       "      <td>725.65</td>\n",
       "      <td>2090.60</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.142801</td>\n",
       "      <td>1090.60</td>\n",
       "      <td>109.0600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>易方达安心回馈混合</td>\n",
       "      <td>001182</td>\n",
       "      <td>1.9650</td>\n",
       "      <td>1.0981</td>\n",
       "      <td>910.67</td>\n",
       "      <td>1789.47</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.142801</td>\n",
       "      <td>789.47</td>\n",
       "      <td>78.9470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>交银优势行业混合</td>\n",
       "      <td>519697</td>\n",
       "      <td>4.7950</td>\n",
       "      <td>2.5531</td>\n",
       "      <td>365.88</td>\n",
       "      <td>1754.39</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>934.14</td>\n",
       "      <td>65.86</td>\n",
       "      <td>0.152206</td>\n",
       "      <td>820.25</td>\n",
       "      <td>82.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>前海开源再融资股票</td>\n",
       "      <td>001178</td>\n",
       "      <td>1.8510</td>\n",
       "      <td>0.9057</td>\n",
       "      <td>888.35</td>\n",
       "      <td>1644.34</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>804.56</td>\n",
       "      <td>195.44</td>\n",
       "      <td>0.170710</td>\n",
       "      <td>839.78</td>\n",
       "      <td>83.9780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>中欧时代先锋股票A</td>\n",
       "      <td>001938</td>\n",
       "      <td>1.7923</td>\n",
       "      <td>0.6368</td>\n",
       "      <td>916.06</td>\n",
       "      <td>1641.85</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>583.38</td>\n",
       "      <td>416.62</td>\n",
       "      <td>0.202295</td>\n",
       "      <td>1058.47</td>\n",
       "      <td>105.8470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>易方达裕祥回报债券</td>\n",
       "      <td>002351</td>\n",
       "      <td>1.4680</td>\n",
       "      <td>1.0230</td>\n",
       "      <td>977.50</td>\n",
       "      <td>1434.97</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.142801</td>\n",
       "      <td>434.97</td>\n",
       "      <td>43.4970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>易方达丰和债券</td>\n",
       "      <td>002969</td>\n",
       "      <td>1.2945</td>\n",
       "      <td>1.0051</td>\n",
       "      <td>994.92</td>\n",
       "      <td>1287.92</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.142913</td>\n",
       "      <td>287.92</td>\n",
       "      <td>28.7920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>安信稳健增值混合A</td>\n",
       "      <td>001316</td>\n",
       "      <td>1.3541</td>\n",
       "      <td>1.0421</td>\n",
       "      <td>911.50</td>\n",
       "      <td>1234.26</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>949.87</td>\n",
       "      <td>50.13</td>\n",
       "      <td>0.149960</td>\n",
       "      <td>284.39</td>\n",
       "      <td>28.4390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>鹏华丰禄债券</td>\n",
       "      <td>003547</td>\n",
       "      <td>1.0604</td>\n",
       "      <td>0.8225</td>\n",
       "      <td>999.50</td>\n",
       "      <td>1059.87</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>822.08</td>\n",
       "      <td>177.92</td>\n",
       "      <td>0.168208</td>\n",
       "      <td>237.79</td>\n",
       "      <td>23.7790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>广发趋势优选灵活配置混合A</td>\n",
       "      <td>000215</td>\n",
       "      <td>1.5554</td>\n",
       "      <td>1.0942</td>\n",
       "      <td>669.68</td>\n",
       "      <td>1041.62</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>732.79</td>\n",
       "      <td>267.21</td>\n",
       "      <td>0.180959</td>\n",
       "      <td>308.83</td>\n",
       "      <td>30.8830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>海富通阿尔法对冲混合A</td>\n",
       "      <td>519062</td>\n",
       "      <td>1.1530</td>\n",
       "      <td>0.8208</td>\n",
       "      <td>814.44</td>\n",
       "      <td>939.05</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>668.52</td>\n",
       "      <td>331.48</td>\n",
       "      <td>0.190137</td>\n",
       "      <td>270.53</td>\n",
       "      <td>27.0530</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>`);\n",
       "\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>基金名称</th>\n",
       "      <th>基金代码</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>总计</td>\n",
       "      <td>total</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21076.28</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>11495.34</td>\n",
       "      <td>1504.66</td>\n",
       "      <td>0.159330</td>\n",
       "      <td>9580.94</td>\n",
       "      <td>73.6995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>嘉实新兴产业股票</td>\n",
       "      <td>000751</td>\n",
       "      <td>4.3260</td>\n",
       "      <td>1.4892</td>\n",
       "      <td>671.49</td>\n",
       "      <td>2904.87</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.142801</td>\n",
       "      <td>1904.87</td>\n",
       "      <td>190.4870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>交银定期支付双息平衡混合</td>\n",
       "      <td>519732</td>\n",
       "      <td>4.7160</td>\n",
       "      <td>2.0931</td>\n",
       "      <td>477.75</td>\n",
       "      <td>2253.07</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.142801</td>\n",
       "      <td>1253.07</td>\n",
       "      <td>125.3070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>兴全商业模式优选混合</td>\n",
       "      <td>163415</td>\n",
       "      <td>2.8810</td>\n",
       "      <td>1.3781</td>\n",
       "      <td>725.65</td>\n",
       "      <td>2090.60</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.142801</td>\n",
       "      <td>1090.60</td>\n",
       "      <td>109.0600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>易方达安心回馈混合</td>\n",
       "      <td>001182</td>\n",
       "      <td>1.9650</td>\n",
       "      <td>1.0981</td>\n",
       "      <td>910.67</td>\n",
       "      <td>1789.47</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.142801</td>\n",
       "      <td>789.47</td>\n",
       "      <td>78.9470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>交银优势行业混合</td>\n",
       "      <td>519697</td>\n",
       "      <td>4.7950</td>\n",
       "      <td>2.5531</td>\n",
       "      <td>365.88</td>\n",
       "      <td>1754.39</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>934.14</td>\n",
       "      <td>65.86</td>\n",
       "      <td>0.152206</td>\n",
       "      <td>820.25</td>\n",
       "      <td>82.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>前海开源再融资股票</td>\n",
       "      <td>001178</td>\n",
       "      <td>1.8510</td>\n",
       "      <td>0.9057</td>\n",
       "      <td>888.35</td>\n",
       "      <td>1644.34</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>804.56</td>\n",
       "      <td>195.44</td>\n",
       "      <td>0.170710</td>\n",
       "      <td>839.78</td>\n",
       "      <td>83.9780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>中欧时代先锋股票A</td>\n",
       "      <td>001938</td>\n",
       "      <td>1.7923</td>\n",
       "      <td>0.6368</td>\n",
       "      <td>916.06</td>\n",
       "      <td>1641.85</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>583.38</td>\n",
       "      <td>416.62</td>\n",
       "      <td>0.202295</td>\n",
       "      <td>1058.47</td>\n",
       "      <td>105.8470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>易方达裕祥回报债券</td>\n",
       "      <td>002351</td>\n",
       "      <td>1.4680</td>\n",
       "      <td>1.0230</td>\n",
       "      <td>977.50</td>\n",
       "      <td>1434.97</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.142801</td>\n",
       "      <td>434.97</td>\n",
       "      <td>43.4970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>易方达丰和债券</td>\n",
       "      <td>002969</td>\n",
       "      <td>1.2945</td>\n",
       "      <td>1.0051</td>\n",
       "      <td>994.92</td>\n",
       "      <td>1287.92</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.142913</td>\n",
       "      <td>287.92</td>\n",
       "      <td>28.7920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>安信稳健增值混合A</td>\n",
       "      <td>001316</td>\n",
       "      <td>1.3541</td>\n",
       "      <td>1.0421</td>\n",
       "      <td>911.50</td>\n",
       "      <td>1234.26</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>949.87</td>\n",
       "      <td>50.13</td>\n",
       "      <td>0.149960</td>\n",
       "      <td>284.39</td>\n",
       "      <td>28.4390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>鹏华丰禄债券</td>\n",
       "      <td>003547</td>\n",
       "      <td>1.0604</td>\n",
       "      <td>0.8225</td>\n",
       "      <td>999.50</td>\n",
       "      <td>1059.87</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>822.08</td>\n",
       "      <td>177.92</td>\n",
       "      <td>0.168208</td>\n",
       "      <td>237.79</td>\n",
       "      <td>23.7790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>广发趋势优选灵活配置混合A</td>\n",
       "      <td>000215</td>\n",
       "      <td>1.5554</td>\n",
       "      <td>1.0942</td>\n",
       "      <td>669.68</td>\n",
       "      <td>1041.62</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>732.79</td>\n",
       "      <td>267.21</td>\n",
       "      <td>0.180959</td>\n",
       "      <td>308.83</td>\n",
       "      <td>30.8830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>海富通阿尔法对冲混合A</td>\n",
       "      <td>519062</td>\n",
       "      <td>1.1530</td>\n",
       "      <td>0.8208</td>\n",
       "      <td>814.44</td>\n",
       "      <td>939.05</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>668.52</td>\n",
       "      <td>331.48</td>\n",
       "      <td>0.190137</td>\n",
       "      <td>270.53</td>\n",
       "      <td>27.0530</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             基金名称    基金代码    当日净值    单位成本    持有份额      基金现值    基金总申购   历史最大占用  \\\n",
       "13             总计   total     NaN     NaN     NaN  21076.28  13000.0  13000.0   \n",
       "12       嘉实新兴产业股票  000751  4.3260  1.4892  671.49   2904.87   1000.0   1000.0   \n",
       "8    交银定期支付双息平衡混合  519732  4.7160  2.0931  477.75   2253.07   1000.0   1000.0   \n",
       "9      兴全商业模式优选混合  163415  2.8810  1.3781  725.65   2090.60   1000.0   1000.0   \n",
       "6       易方达安心回馈混合  001182  1.9650  1.0981  910.67   1789.47   1000.0   1000.0   \n",
       "7        交银优势行业混合  519697  4.7950  2.5531  365.88   1754.39   1000.0   1000.0   \n",
       "10      前海开源再融资股票  001178  1.8510  0.9057  888.35   1644.34   1000.0   1000.0   \n",
       "11      中欧时代先锋股票A  001938  1.7923  0.6368  916.06   1641.85   1000.0   1000.0   \n",
       "5       易方达裕祥回报债券  002351  1.4680  1.0230  977.50   1434.97   1000.0   1000.0   \n",
       "4         易方达丰和债券  002969  1.2945  1.0051  994.92   1287.92   1000.0   1000.0   \n",
       "1       安信稳健增值混合A  001316  1.3541  1.0421  911.50   1234.26   1000.0   1000.0   \n",
       "3          鹏华丰禄债券  003547  1.0604  0.8225  999.50   1059.87   1000.0   1000.0   \n",
       "0   广发趋势优选灵活配置混合A  000215  1.5554  1.0942  669.68   1041.62   1000.0   1000.0   \n",
       "2     海富通阿尔法对冲混合A  519062  1.1530  0.8208  814.44    939.05   1000.0   1000.0   \n",
       "\n",
       "      基金持有成本  基金分红与赎回       换手率   基金收益总额     投资收益率  \n",
       "13  11495.34  1504.66  0.159330  9580.94   73.6995  \n",
       "12   1000.00     0.00  0.142801  1904.87  190.4870  \n",
       "8    1000.00     0.00  0.142801  1253.07  125.3070  \n",
       "9    1000.00     0.00  0.142801  1090.60  109.0600  \n",
       "6    1000.00     0.00  0.142801   789.47   78.9470  \n",
       "7     934.14    65.86  0.152206   820.25   82.0250  \n",
       "10    804.56   195.44  0.170710   839.78   83.9780  \n",
       "11    583.38   416.62  0.202295  1058.47  105.8470  \n",
       "5    1000.00     0.00  0.142801   434.97   43.4970  \n",
       "4    1000.00     0.00  0.142913   287.92   28.7920  \n",
       "1     949.87    50.13  0.149960   284.39   28.4390  \n",
       "3     822.08   177.92  0.168208   237.79   23.7790  \n",
       "0     732.79   267.21  0.180959   308.83   30.8830  \n",
       "2     668.52   331.48  0.190137   270.53   27.0530  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sys.summary()\n",
    "# 可以看出至今收益贡献最大的是交银双息和嘉实新兴"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "你还可以查看任意天数的投资概览\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "$(element).html(`<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>基金名称</th>\n",
       "      <th>基金代码</th>\n",
       "      <th>当日净值</th>\n",
       "      <th>单位成本</th>\n",
       "      <th>持有份额</th>\n",
       "      <th>基金现值</th>\n",
       "      <th>基金总申购</th>\n",
       "      <th>历史最大占用</th>\n",
       "      <th>基金持有成本</th>\n",
       "      <th>基金分红与赎回</th>\n",
       "      <th>换手率</th>\n",
       "      <th>基金收益总额</th>\n",
       "      <th>投资收益率</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>总计</td>\n",
       "      <td>total</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13894.30</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>12333.85</td>\n",
       "      <td>666.15</td>\n",
       "      <td>0.287634</td>\n",
       "      <td>1560.45</td>\n",
       "      <td>12.0035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>交银定期支付双息平衡混合</td>\n",
       "      <td>519732</td>\n",
       "      <td>2.6000</td>\n",
       "      <td>2.0931</td>\n",
       "      <td>477.75</td>\n",
       "      <td>1242.15</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.273613</td>\n",
       "      <td>242.15</td>\n",
       "      <td>24.2150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>嘉实新兴产业股票</td>\n",
       "      <td>000751</td>\n",
       "      <td>1.7670</td>\n",
       "      <td>1.4892</td>\n",
       "      <td>671.49</td>\n",
       "      <td>1186.52</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.273613</td>\n",
       "      <td>186.52</td>\n",
       "      <td>18.6520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>海富通阿尔法对冲混合A</td>\n",
       "      <td>519062</td>\n",
       "      <td>1.4140</td>\n",
       "      <td>1.2278</td>\n",
       "      <td>814.44</td>\n",
       "      <td>1151.62</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.273613</td>\n",
       "      <td>151.62</td>\n",
       "      <td>15.1620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>易方达安心回馈混合</td>\n",
       "      <td>001182</td>\n",
       "      <td>1.2460</td>\n",
       "      <td>1.0981</td>\n",
       "      <td>910.67</td>\n",
       "      <td>1134.69</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.273613</td>\n",
       "      <td>134.69</td>\n",
       "      <td>13.4690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>易方达丰和债券</td>\n",
       "      <td>002969</td>\n",
       "      <td>1.1158</td>\n",
       "      <td>1.0051</td>\n",
       "      <td>994.92</td>\n",
       "      <td>1110.13</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.274024</td>\n",
       "      <td>110.13</td>\n",
       "      <td>11.0130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>安信稳健增值混合A</td>\n",
       "      <td>001316</td>\n",
       "      <td>1.1810</td>\n",
       "      <td>1.0421</td>\n",
       "      <td>911.50</td>\n",
       "      <td>1076.48</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>949.87</td>\n",
       "      <td>50.13</td>\n",
       "      <td>0.287329</td>\n",
       "      <td>126.61</td>\n",
       "      <td>12.6610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>易方达裕祥回报债券</td>\n",
       "      <td>002351</td>\n",
       "      <td>1.0960</td>\n",
       "      <td>1.0230</td>\n",
       "      <td>977.50</td>\n",
       "      <td>1071.34</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.273613</td>\n",
       "      <td>71.34</td>\n",
       "      <td>7.1340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>鹏华丰禄债券</td>\n",
       "      <td>003547</td>\n",
       "      <td>1.0679</td>\n",
       "      <td>0.9675</td>\n",
       "      <td>999.50</td>\n",
       "      <td>1067.37</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>967.02</td>\n",
       "      <td>32.98</td>\n",
       "      <td>0.282637</td>\n",
       "      <td>100.35</td>\n",
       "      <td>10.0350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>广发趋势优选灵活配置混合A</td>\n",
       "      <td>000215</td>\n",
       "      <td>1.5900</td>\n",
       "      <td>1.3602</td>\n",
       "      <td>669.68</td>\n",
       "      <td>1064.79</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>910.93</td>\n",
       "      <td>89.07</td>\n",
       "      <td>0.297984</td>\n",
       "      <td>153.86</td>\n",
       "      <td>15.3860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>交银优势行业混合</td>\n",
       "      <td>519697</td>\n",
       "      <td>2.8580</td>\n",
       "      <td>2.5531</td>\n",
       "      <td>365.88</td>\n",
       "      <td>1045.69</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>934.14</td>\n",
       "      <td>65.86</td>\n",
       "      <td>0.291633</td>\n",
       "      <td>111.55</td>\n",
       "      <td>11.1550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>中欧时代先锋股票A</td>\n",
       "      <td>001938</td>\n",
       "      <td>1.0609</td>\n",
       "      <td>0.8376</td>\n",
       "      <td>916.06</td>\n",
       "      <td>971.85</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>767.33</td>\n",
       "      <td>232.67</td>\n",
       "      <td>0.337275</td>\n",
       "      <td>204.52</td>\n",
       "      <td>20.4520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>兴全商业模式优选混合</td>\n",
       "      <td>163415</td>\n",
       "      <td>1.3140</td>\n",
       "      <td>1.3781</td>\n",
       "      <td>725.65</td>\n",
       "      <td>953.50</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.273613</td>\n",
       "      <td>-46.50</td>\n",
       "      <td>-4.6500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>前海开源再融资股票</td>\n",
       "      <td>001178</td>\n",
       "      <td>0.9210</td>\n",
       "      <td>0.9057</td>\n",
       "      <td>888.35</td>\n",
       "      <td>818.17</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>804.56</td>\n",
       "      <td>195.44</td>\n",
       "      <td>0.327088</td>\n",
       "      <td>13.61</td>\n",
       "      <td>1.3610</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>`);\n",
       "\n",
       "                require([\"DT\"], function(DT) {$(document).ready( () => {\n",
       "                    // Turn existing table into datatable\n",
       "                    $(element).find(\"table.dataframe\").DataTable({'scrollX': '100%'});\n",
       "                    })\n",
       "                });\n",
       "        "
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>基金名称</th>\n",
       "      <th>基金代码</th>\n",
       "      <th>当日净值</th>\n",
       "      <th>单位成本</th>\n",
       "      <th>持有份额</th>\n",
       "      <th>基金现值</th>\n",
       "      <th>基金总申购</th>\n",
       "      <th>历史最大占用</th>\n",
       "      <th>基金持有成本</th>\n",
       "      <th>基金分红与赎回</th>\n",
       "      <th>换手率</th>\n",
       "      <th>基金收益总额</th>\n",
       "      <th>投资收益率</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>总计</td>\n",
       "      <td>total</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13894.30</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>12333.85</td>\n",
       "      <td>666.15</td>\n",
       "      <td>0.287634</td>\n",
       "      <td>1560.45</td>\n",
       "      <td>12.0035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>交银定期支付双息平衡混合</td>\n",
       "      <td>519732</td>\n",
       "      <td>2.6000</td>\n",
       "      <td>2.0931</td>\n",
       "      <td>477.75</td>\n",
       "      <td>1242.15</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.273613</td>\n",
       "      <td>242.15</td>\n",
       "      <td>24.2150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>嘉实新兴产业股票</td>\n",
       "      <td>000751</td>\n",
       "      <td>1.7670</td>\n",
       "      <td>1.4892</td>\n",
       "      <td>671.49</td>\n",
       "      <td>1186.52</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.273613</td>\n",
       "      <td>186.52</td>\n",
       "      <td>18.6520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>海富通阿尔法对冲混合A</td>\n",
       "      <td>519062</td>\n",
       "      <td>1.4140</td>\n",
       "      <td>1.2278</td>\n",
       "      <td>814.44</td>\n",
       "      <td>1151.62</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.273613</td>\n",
       "      <td>151.62</td>\n",
       "      <td>15.1620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>易方达安心回馈混合</td>\n",
       "      <td>001182</td>\n",
       "      <td>1.2460</td>\n",
       "      <td>1.0981</td>\n",
       "      <td>910.67</td>\n",
       "      <td>1134.69</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.273613</td>\n",
       "      <td>134.69</td>\n",
       "      <td>13.4690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>易方达丰和债券</td>\n",
       "      <td>002969</td>\n",
       "      <td>1.1158</td>\n",
       "      <td>1.0051</td>\n",
       "      <td>994.92</td>\n",
       "      <td>1110.13</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.274024</td>\n",
       "      <td>110.13</td>\n",
       "      <td>11.0130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>安信稳健增值混合A</td>\n",
       "      <td>001316</td>\n",
       "      <td>1.1810</td>\n",
       "      <td>1.0421</td>\n",
       "      <td>911.50</td>\n",
       "      <td>1076.48</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>949.87</td>\n",
       "      <td>50.13</td>\n",
       "      <td>0.287329</td>\n",
       "      <td>126.61</td>\n",
       "      <td>12.6610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>易方达裕祥回报债券</td>\n",
       "      <td>002351</td>\n",
       "      <td>1.0960</td>\n",
       "      <td>1.0230</td>\n",
       "      <td>977.50</td>\n",
       "      <td>1071.34</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.273613</td>\n",
       "      <td>71.34</td>\n",
       "      <td>7.1340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>鹏华丰禄债券</td>\n",
       "      <td>003547</td>\n",
       "      <td>1.0679</td>\n",
       "      <td>0.9675</td>\n",
       "      <td>999.50</td>\n",
       "      <td>1067.37</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>967.02</td>\n",
       "      <td>32.98</td>\n",
       "      <td>0.282637</td>\n",
       "      <td>100.35</td>\n",
       "      <td>10.0350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>广发趋势优选灵活配置混合A</td>\n",
       "      <td>000215</td>\n",
       "      <td>1.5900</td>\n",
       "      <td>1.3602</td>\n",
       "      <td>669.68</td>\n",
       "      <td>1064.79</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>910.93</td>\n",
       "      <td>89.07</td>\n",
       "      <td>0.297984</td>\n",
       "      <td>153.86</td>\n",
       "      <td>15.3860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>交银优势行业混合</td>\n",
       "      <td>519697</td>\n",
       "      <td>2.8580</td>\n",
       "      <td>2.5531</td>\n",
       "      <td>365.88</td>\n",
       "      <td>1045.69</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>934.14</td>\n",
       "      <td>65.86</td>\n",
       "      <td>0.291633</td>\n",
       "      <td>111.55</td>\n",
       "      <td>11.1550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>中欧时代先锋股票A</td>\n",
       "      <td>001938</td>\n",
       "      <td>1.0609</td>\n",
       "      <td>0.8376</td>\n",
       "      <td>916.06</td>\n",
       "      <td>971.85</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>767.33</td>\n",
       "      <td>232.67</td>\n",
       "      <td>0.337275</td>\n",
       "      <td>204.52</td>\n",
       "      <td>20.4520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>兴全商业模式优选混合</td>\n",
       "      <td>163415</td>\n",
       "      <td>1.3140</td>\n",
       "      <td>1.3781</td>\n",
       "      <td>725.65</td>\n",
       "      <td>953.50</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.273613</td>\n",
       "      <td>-46.50</td>\n",
       "      <td>-4.6500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>前海开源再融资股票</td>\n",
       "      <td>001178</td>\n",
       "      <td>0.9210</td>\n",
       "      <td>0.9057</td>\n",
       "      <td>888.35</td>\n",
       "      <td>818.17</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>804.56</td>\n",
       "      <td>195.44</td>\n",
       "      <td>0.327088</td>\n",
       "      <td>13.61</td>\n",
       "      <td>1.3610</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "             基金名称    基金代码    当日净值    单位成本    持有份额      基金现值    基金总申购   历史最大占用  \\\n",
       "13             总计   total     NaN     NaN     NaN  13894.30  13000.0  13000.0   \n",
       "8    交银定期支付双息平衡混合  519732  2.6000  2.0931  477.75   1242.15   1000.0   1000.0   \n",
       "12       嘉实新兴产业股票  000751  1.7670  1.4892  671.49   1186.52   1000.0   1000.0   \n",
       "2     海富通阿尔法对冲混合A  519062  1.4140  1.2278  814.44   1151.62   1000.0   1000.0   \n",
       "6       易方达安心回馈混合  001182  1.2460  1.0981  910.67   1134.69   1000.0   1000.0   \n",
       "4         易方达丰和债券  002969  1.1158  1.0051  994.92   1110.13   1000.0   1000.0   \n",
       "1       安信稳健增值混合A  001316  1.1810  1.0421  911.50   1076.48   1000.0   1000.0   \n",
       "5       易方达裕祥回报债券  002351  1.0960  1.0230  977.50   1071.34   1000.0   1000.0   \n",
       "3          鹏华丰禄债券  003547  1.0679  0.9675  999.50   1067.37   1000.0   1000.0   \n",
       "0   广发趋势优选灵活配置混合A  000215  1.5900  1.3602  669.68   1064.79   1000.0   1000.0   \n",
       "7        交银优势行业混合  519697  2.8580  2.5531  365.88   1045.69   1000.0   1000.0   \n",
       "11      中欧时代先锋股票A  001938  1.0609  0.8376  916.06    971.85   1000.0   1000.0   \n",
       "9      兴全商业模式优选混合  163415  1.3140  1.3781  725.65    953.50   1000.0   1000.0   \n",
       "10      前海开源再融资股票  001178  0.9210  0.9057  888.35    818.17   1000.0   1000.0   \n",
       "\n",
       "      基金持有成本  基金分红与赎回       换手率   基金收益总额    投资收益率  \n",
       "13  12333.85   666.15  0.287634  1560.45  12.0035  \n",
       "8    1000.00     0.00  0.273613   242.15  24.2150  \n",
       "12   1000.00     0.00  0.273613   186.52  18.6520  \n",
       "2    1000.00     0.00  0.273613   151.62  15.1620  \n",
       "6    1000.00     0.00  0.273613   134.69  13.4690  \n",
       "4    1000.00     0.00  0.274024   110.13  11.0130  \n",
       "1     949.87    50.13  0.287329   126.61  12.6610  \n",
       "5    1000.00     0.00  0.273613    71.34   7.1340  \n",
       "3     967.02    32.98  0.282637   100.35  10.0350  \n",
       "0     910.93    89.07  0.297984   153.86  15.3860  \n",
       "7     934.14    65.86  0.291633   111.55  11.1550  \n",
       "11    767.33   232.67  0.337275   204.52  20.4520  \n",
       "9    1000.00     0.00  0.273613   -46.50  -4.6500  \n",
       "10    804.56   195.44  0.327088    13.61   1.3610  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sys.summary(\"2018-11-01\")  # 熊市时刻，还是保持了相当的正收益"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.1785344940303062"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 计算一下截止今天的投资内部收益率\n",
    "sys.xirrrate()  # 年化18%"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.041628407100152635"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 计算一下 2018年的内部收益率\n",
    "sys.xirrrate(date=\"2018-12-31\", startdate=\"2018-01-01\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
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       "                    \"value\": 1697.49\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4ea4\\u94f6\\u4f18\\u52bf\\u884c\\u4e1a\\u6df7\\u5408\",\n",
       "                    \"value\": 1573.28\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e2d\\u6b27\\u65f6\\u4ee3\\u5148\\u950b\\u80a1\\u7968A\",\n",
       "                    \"value\": 1529.55\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u524d\\u6d77\\u5f00\\u6e90\\u518d\\u878d\\u8d44\\u80a1\\u7968\",\n",
       "                    \"value\": 1472.88\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6613\\u65b9\\u8fbe\\u88d5\\u7965\\u56de\\u62a5\\u503a\\u5238\",\n",
       "                    \"value\": 1406.62\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6613\\u65b9\\u8fbe\\u4e30\\u548c\\u503a\\u5238\",\n",
       "                    \"value\": 1264.05\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5b89\\u4fe1\\u7a33\\u5065\\u589e\\u503c\\u6df7\\u5408A\",\n",
       "                    \"value\": 1236.09\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9e4f\\u534e\\u4e30\\u7984\\u503a\\u5238\",\n",
       "                    \"value\": 1088.56\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u53d1\\u8d8b\\u52bf\\u4f18\\u9009\\u7075\\u6d3b\\u914d\\u7f6e\\u6df7\\u5408A\",\n",
       "                    \"value\": 1081.67\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6d77\\u5bcc\\u901a\\u963f\\u5c14\\u6cd5\\u5bf9\\u51b2\\u6df7\\u5408A\",\n",
       "                    \"value\": 930.09\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": [\n",
       "                \"0%\",\n",
       "                \"75%\"\n",
       "            ],\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"show\": false,\n",
       "                \"position\": \"center\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"tooltip\": {\n",
       "                \"show\": true,\n",
       "                \"trigger\": \"item\",\n",
       "                \"triggerOn\": \"mousemove|click\",\n",
       "                \"axisPointer\": {\n",
       "                    \"type\": \"line\"\n",
       "                },\n",
       "                \"formatter\": \"{a} <br/>{b}: {c} ({d}%)\",\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 14\n",
       "                },\n",
       "                \"borderWidth\": 0\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u5609\\u5b9e\\u65b0\\u5174\\u4ea7\\u4e1a\\u80a1\\u7968\",\n",
       "                \"\\u4ea4\\u94f6\\u5b9a\\u671f\\u652f\\u4ed8\\u53cc\\u606f\\u5e73\\u8861\\u6df7\\u5408\",\n",
       "                \"\\u5174\\u5168\\u5546\\u4e1a\\u6a21\\u5f0f\\u4f18\\u9009\\u6df7\\u5408\",\n",
       "                \"\\u6613\\u65b9\\u8fbe\\u5b89\\u5fc3\\u56de\\u9988\\u6df7\\u5408\",\n",
       "                \"\\u4ea4\\u94f6\\u4f18\\u52bf\\u884c\\u4e1a\\u6df7\\u5408\",\n",
       "                \"\\u4e2d\\u6b27\\u65f6\\u4ee3\\u5148\\u950b\\u80a1\\u7968A\",\n",
       "                \"\\u524d\\u6d77\\u5f00\\u6e90\\u518d\\u878d\\u8d44\\u80a1\\u7968\",\n",
       "                \"\\u6613\\u65b9\\u8fbe\\u88d5\\u7965\\u56de\\u62a5\\u503a\\u5238\",\n",
       "                \"\\u6613\\u65b9\\u8fbe\\u4e30\\u548c\\u503a\\u5238\",\n",
       "                \"\\u5b89\\u4fe1\\u7a33\\u5065\\u589e\\u503c\\u6df7\\u5408A\",\n",
       "                \"\\u9e4f\\u534e\\u4e30\\u7984\\u503a\\u5238\",\n",
       "                \"\\u5e7f\\u53d1\\u8d8b\\u52bf\\u4f18\\u9009\\u7075\\u6d3b\\u914d\\u7f6e\\u6df7\\u5408A\",\n",
       "                \"\\u6d77\\u5bcc\\u901a\\u963f\\u5c14\\u6cd5\\u5bf9\\u51b2\\u6df7\\u5408A\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"type\": \"scroll\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"left\",\n",
       "            \"orient\": \"vertical\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_c56e98f1053f478cbc442e8f4a31a820.setOption(option_c56e98f1053f478cbc442e8f4a31a820);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x11f35cf28>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sys.v_positions()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"f3454cacfb7344d9b06851572c5cb027\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_f3454cacfb7344d9b06851572c5cb027 = echarts.init(\n",
       "                    document.getElementById('f3454cacfb7344d9b06851572c5cb027'), 'white', {renderer: 'canvas'});\n",
       "                var option_f3454cacfb7344d9b06851572c5cb027 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"name\": \"\\u603b\\u503c\\u5360\\u6bd4\",\n",
       "            \"clockwise\": true,\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u503a\\u5238\\u57fa\\u91d1\",\n",
       "                    \"value\": 3759.23\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6df7\\u5408\\u57fa\\u91d1\",\n",
       "                    \"value\": 10390.7\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u80a1\\u7968\\u57fa\\u91d1\",\n",
       "                    \"value\": 5525.89\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": [\n",
       "                \"0%\",\n",
       "                \"75%\"\n",
       "            ],\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"show\": false,\n",
       "                \"position\": \"center\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"tooltip\": {\n",
       "                \"show\": true,\n",
       "                \"trigger\": \"item\",\n",
       "                \"triggerOn\": \"mousemove|click\",\n",
       "                \"axisPointer\": {\n",
       "                    \"type\": \"line\"\n",
       "                },\n",
       "                \"formatter\": \"{a} <br/>{b}: {c} ({d}%)\",\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 14\n",
       "                },\n",
       "                \"borderWidth\": 0\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u503a\\u5238\\u57fa\\u91d1\",\n",
       "                \"\\u6df7\\u5408\\u57fa\\u91d1\",\n",
       "                \"\\u80a1\\u7968\\u57fa\\u91d1\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"type\": \"scroll\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"left\",\n",
       "            \"orient\": \"vertical\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_f3454cacfb7344d9b06851572c5cb027.setOption(option_f3454cacfb7344d9b06851572c5cb027);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x120825320>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 按大类分布的扇形图\n",
    "sys.v_category_positions()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "$(element).html(`<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>name</th>\n",
       "      <th>code</th>\n",
       "      <th>value</th>\n",
       "      <th>ratio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>万科A</td>\n",
       "      <td>SZ000002</td>\n",
       "      <td>410.282731</td>\n",
       "      <td>0.143297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>格力电器</td>\n",
       "      <td>SZ000651</td>\n",
       "      <td>203.976064</td>\n",
       "      <td>0.071241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>汇川技术</td>\n",
       "      <td>SZ300124</td>\n",
       "      <td>176.315109</td>\n",
       "      <td>0.061580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>芒果超媒</td>\n",
       "      <td>SZ300413</td>\n",
       "      <td>171.180174</td>\n",
       "      <td>0.059787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>隆基股份</td>\n",
       "      <td>SH601012</td>\n",
       "      <td>167.813061</td>\n",
       "      <td>0.058611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>通策医疗</td>\n",
       "      <td>SH600763</td>\n",
       "      <td>148.379448</td>\n",
       "      <td>0.051824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>绝味食品</td>\n",
       "      <td>SH603517</td>\n",
       "      <td>147.608152</td>\n",
       "      <td>0.051554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>保利地产</td>\n",
       "      <td>SH600048</td>\n",
       "      <td>143.840528</td>\n",
       "      <td>0.050238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>迈瑞医疗</td>\n",
       "      <td>SZ300760</td>\n",
       "      <td>136.430671</td>\n",
       "      <td>0.047650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>华测检测</td>\n",
       "      <td>SZ300012</td>\n",
       "      <td>133.743380</td>\n",
       "      <td>0.046712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>金地集团</td>\n",
       "      <td>SH600383</td>\n",
       "      <td>132.471320</td>\n",
       "      <td>0.046267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>三花智控</td>\n",
       "      <td>SZ002050</td>\n",
       "      <td>132.252040</td>\n",
       "      <td>0.046191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>广联达</td>\n",
       "      <td>SZ002410</td>\n",
       "      <td>129.705844</td>\n",
       "      <td>0.045302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>中公教育</td>\n",
       "      <td>SZ002607</td>\n",
       "      <td>115.042480</td>\n",
       "      <td>0.040180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>美亚柏科</td>\n",
       "      <td>SZ300188</td>\n",
       "      <td>106.597338</td>\n",
       "      <td>0.037231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>中国平安</td>\n",
       "      <td>SH601318</td>\n",
       "      <td>105.052946</td>\n",
       "      <td>0.036691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>紫金矿业</td>\n",
       "      <td>SH601899</td>\n",
       "      <td>101.604965</td>\n",
       "      <td>0.035487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>中兴通讯</td>\n",
       "      <td>SZ000063</td>\n",
       "      <td>100.686054</td>\n",
       "      <td>0.035166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>宇通客车</td>\n",
       "      <td>SH600066</td>\n",
       "      <td>100.183691</td>\n",
       "      <td>0.034991</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>`);\n",
       "\n",
       "                require([\"DT\"], function(DT) {$(document).ready( () => {\n",
       "                    // Turn existing table into datatable\n",
       "                    $(element).find(\"table.dataframe\").DataTable({'scrollX': '100%'});\n",
       "                    })\n",
       "                });\n",
       "        "
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>code</th>\n",
       "      <th>value</th>\n",
       "      <th>ratio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>万科A</td>\n",
       "      <td>SZ000002</td>\n",
       "      <td>410.282731</td>\n",
       "      <td>0.143297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>格力电器</td>\n",
       "      <td>SZ000651</td>\n",
       "      <td>203.976064</td>\n",
       "      <td>0.071241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>汇川技术</td>\n",
       "      <td>SZ300124</td>\n",
       "      <td>176.315109</td>\n",
       "      <td>0.061580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>芒果超媒</td>\n",
       "      <td>SZ300413</td>\n",
       "      <td>171.180174</td>\n",
       "      <td>0.059787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>隆基股份</td>\n",
       "      <td>SH601012</td>\n",
       "      <td>167.813061</td>\n",
       "      <td>0.058611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>通策医疗</td>\n",
       "      <td>SH600763</td>\n",
       "      <td>148.379448</td>\n",
       "      <td>0.051824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>绝味食品</td>\n",
       "      <td>SH603517</td>\n",
       "      <td>147.608152</td>\n",
       "      <td>0.051554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>保利地产</td>\n",
       "      <td>SH600048</td>\n",
       "      <td>143.840528</td>\n",
       "      <td>0.050238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>迈瑞医疗</td>\n",
       "      <td>SZ300760</td>\n",
       "      <td>136.430671</td>\n",
       "      <td>0.047650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>华测检测</td>\n",
       "      <td>SZ300012</td>\n",
       "      <td>133.743380</td>\n",
       "      <td>0.046712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>金地集团</td>\n",
       "      <td>SH600383</td>\n",
       "      <td>132.471320</td>\n",
       "      <td>0.046267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>三花智控</td>\n",
       "      <td>SZ002050</td>\n",
       "      <td>132.252040</td>\n",
       "      <td>0.046191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>广联达</td>\n",
       "      <td>SZ002410</td>\n",
       "      <td>129.705844</td>\n",
       "      <td>0.045302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>中公教育</td>\n",
       "      <td>SZ002607</td>\n",
       "      <td>115.042480</td>\n",
       "      <td>0.040180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>美亚柏科</td>\n",
       "      <td>SZ300188</td>\n",
       "      <td>106.597338</td>\n",
       "      <td>0.037231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>中国平安</td>\n",
       "      <td>SH601318</td>\n",
       "      <td>105.052946</td>\n",
       "      <td>0.036691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>紫金矿业</td>\n",
       "      <td>SH601899</td>\n",
       "      <td>101.604965</td>\n",
       "      <td>0.035487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>中兴通讯</td>\n",
       "      <td>SZ000063</td>\n",
       "      <td>100.686054</td>\n",
       "      <td>0.035166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>宇通客车</td>\n",
       "      <td>SH600066</td>\n",
       "      <td>100.183691</td>\n",
       "      <td>0.034991</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    name      code       value     ratio\n",
       "0    万科A  SZ000002  410.282731  0.143297\n",
       "1   格力电器  SZ000651  203.976064  0.071241\n",
       "2   汇川技术  SZ300124  176.315109  0.061580\n",
       "3   芒果超媒  SZ300413  171.180174  0.059787\n",
       "4   隆基股份  SH601012  167.813061  0.058611\n",
       "5   通策医疗  SH600763  148.379448  0.051824\n",
       "6   绝味食品  SH603517  147.608152  0.051554\n",
       "7   保利地产  SH600048  143.840528  0.050238\n",
       "8   迈瑞医疗  SZ300760  136.430671  0.047650\n",
       "9   华测检测  SZ300012  133.743380  0.046712\n",
       "10  金地集团  SH600383  132.471320  0.046267\n",
       "11  三花智控  SZ002050  132.252040  0.046191\n",
       "12   广联达  SZ002410  129.705844  0.045302\n",
       "13  中公教育  SZ002607  115.042480  0.040180\n",
       "14  美亚柏科  SZ300188  106.597338  0.037231\n",
       "15  中国平安  SH601318  105.052946  0.036691\n",
       "16  紫金矿业  SH601899  101.604965  0.035487\n",
       "17  中兴通讯  SZ000063  100.686054  0.035166\n",
       "18  宇通客车  SH600066  100.183691  0.034991"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 底层股票持仓透视, 你其实可以通过这种方式来跟踪机构的股票池和抱团情况\n",
    "sys.get_stock_holdings()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "$(element).html(`<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>name</th>\n",
       "      <th>code</th>\n",
       "      <th>value</th>\n",
       "      <th>ratio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>格力电器</td>\n",
       "      <td>SZ000651</td>\n",
       "      <td>392.117868</td>\n",
       "      <td>0.091499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>中国平安</td>\n",
       "      <td>SH601318</td>\n",
       "      <td>237.493534</td>\n",
       "      <td>0.055418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>华测检测</td>\n",
       "      <td>SZ300012</td>\n",
       "      <td>223.301951</td>\n",
       "      <td>0.052107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>芒果超媒</td>\n",
       "      <td>SZ300413</td>\n",
       "      <td>214.607815</td>\n",
       "      <td>0.050078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>美亚柏科</td>\n",
       "      <td>SZ300188</td>\n",
       "      <td>186.149699</td>\n",
       "      <td>0.043437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>隆基股份</td>\n",
       "      <td>SH601012</td>\n",
       "      <td>164.401823</td>\n",
       "      <td>0.038363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>三七互娱</td>\n",
       "      <td>SZ002555</td>\n",
       "      <td>145.223257</td>\n",
       "      <td>0.033887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>星宇股份</td>\n",
       "      <td>SH601799</td>\n",
       "      <td>144.919955</td>\n",
       "      <td>0.033817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>永辉超市</td>\n",
       "      <td>SH601933</td>\n",
       "      <td>133.115545</td>\n",
       "      <td>0.031062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>中公教育</td>\n",
       "      <td>SZ002607</td>\n",
       "      <td>130.252046</td>\n",
       "      <td>0.030394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>立讯精密</td>\n",
       "      <td>SZ002475</td>\n",
       "      <td>128.558051</td>\n",
       "      <td>0.029999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>广联达</td>\n",
       "      <td>SZ002410</td>\n",
       "      <td>126.814240</td>\n",
       "      <td>0.029592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>通策医疗</td>\n",
       "      <td>SH600763</td>\n",
       "      <td>125.142408</td>\n",
       "      <td>0.029202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>国电南瑞</td>\n",
       "      <td>SH600406</td>\n",
       "      <td>116.941080</td>\n",
       "      <td>0.027288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>华宇软件</td>\n",
       "      <td>SZ300271</td>\n",
       "      <td>113.862703</td>\n",
       "      <td>0.026569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>平安银行</td>\n",
       "      <td>SZ000001</td>\n",
       "      <td>103.283090</td>\n",
       "      <td>0.024101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>汇顶科技</td>\n",
       "      <td>SH603160</td>\n",
       "      <td>102.766070</td>\n",
       "      <td>0.023980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>思创医惠</td>\n",
       "      <td>SZ300078</td>\n",
       "      <td>86.822915</td>\n",
       "      <td>0.020260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>恒华科技</td>\n",
       "      <td>SZ300365</td>\n",
       "      <td>85.592354</td>\n",
       "      <td>0.019973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>国瓷材料</td>\n",
       "      <td>SZ300285</td>\n",
       "      <td>83.042030</td>\n",
       "      <td>0.019378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>我武生物</td>\n",
       "      <td>SZ300357</td>\n",
       "      <td>75.510311</td>\n",
       "      <td>0.017620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>金地集团</td>\n",
       "      <td>SH600383</td>\n",
       "      <td>72.120475</td>\n",
       "      <td>0.016829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>保利地产</td>\n",
       "      <td>SH600048</td>\n",
       "      <td>71.669896</td>\n",
       "      <td>0.016724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>中兴通讯</td>\n",
       "      <td>SZ000063</td>\n",
       "      <td>70.682286</td>\n",
       "      <td>0.016493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>绿盟科技</td>\n",
       "      <td>SZ300369</td>\n",
       "      <td>70.489165</td>\n",
       "      <td>0.016448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>贵州茅台</td>\n",
       "      <td>SH600519</td>\n",
       "      <td>70.027050</td>\n",
       "      <td>0.016341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>吉比特</td>\n",
       "      <td>SH603444</td>\n",
       "      <td>66.599400</td>\n",
       "      <td>0.015541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>恩捷股份</td>\n",
       "      <td>SZ002812</td>\n",
       "      <td>66.218832</td>\n",
       "      <td>0.015452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>欣旺达</td>\n",
       "      <td>SZ300207</td>\n",
       "      <td>65.547278</td>\n",
       "      <td>0.015295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>游族网络</td>\n",
       "      <td>SZ002174</td>\n",
       "      <td>64.950272</td>\n",
       "      <td>0.015156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>山东药玻</td>\n",
       "      <td>SH600529</td>\n",
       "      <td>62.895340</td>\n",
       "      <td>0.014676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>歌尔股份</td>\n",
       "      <td>SZ002241</td>\n",
       "      <td>56.536920</td>\n",
       "      <td>0.013193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>药明康德</td>\n",
       "      <td>SH603259</td>\n",
       "      <td>56.403320</td>\n",
       "      <td>0.013162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>华兰生物</td>\n",
       "      <td>SZ002007</td>\n",
       "      <td>55.092904</td>\n",
       "      <td>0.012856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>长安汽车</td>\n",
       "      <td>SZ000625</td>\n",
       "      <td>54.421224</td>\n",
       "      <td>0.012699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>招商银行</td>\n",
       "      <td>SH600036</td>\n",
       "      <td>53.831005</td>\n",
       "      <td>0.012561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>广发证券</td>\n",
       "      <td>SZ000776</td>\n",
       "      <td>53.533232</td>\n",
       "      <td>0.012492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>晨光文具</td>\n",
       "      <td>SH603899</td>\n",
       "      <td>52.804951</td>\n",
       "      <td>0.012322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>亿联网络</td>\n",
       "      <td>SZ300628</td>\n",
       "      <td>51.190844</td>\n",
       "      <td>0.011945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>爱柯迪</td>\n",
       "      <td>SH600933</td>\n",
       "      <td>50.534564</td>\n",
       "      <td>0.011792</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>`);\n",
       "\n",
       "                require([\"DT\"], function(DT) {$(document).ready( () => {\n",
       "                    // Turn existing table into datatable\n",
       "                    $(element).find(\"table.dataframe\").DataTable({'scrollX': '100%'});\n",
       "                    })\n",
       "                });\n",
       "        "
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>code</th>\n",
       "      <th>value</th>\n",
       "      <th>ratio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>格力电器</td>\n",
       "      <td>SZ000651</td>\n",
       "      <td>392.117868</td>\n",
       "      <td>0.091499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>中国平安</td>\n",
       "      <td>SH601318</td>\n",
       "      <td>237.493534</td>\n",
       "      <td>0.055418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>华测检测</td>\n",
       "      <td>SZ300012</td>\n",
       "      <td>223.301951</td>\n",
       "      <td>0.052107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>芒果超媒</td>\n",
       "      <td>SZ300413</td>\n",
       "      <td>214.607815</td>\n",
       "      <td>0.050078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>美亚柏科</td>\n",
       "      <td>SZ300188</td>\n",
       "      <td>186.149699</td>\n",
       "      <td>0.043437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>隆基股份</td>\n",
       "      <td>SH601012</td>\n",
       "      <td>164.401823</td>\n",
       "      <td>0.038363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>三七互娱</td>\n",
       "      <td>SZ002555</td>\n",
       "      <td>145.223257</td>\n",
       "      <td>0.033887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>星宇股份</td>\n",
       "      <td>SH601799</td>\n",
       "      <td>144.919955</td>\n",
       "      <td>0.033817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>永辉超市</td>\n",
       "      <td>SH601933</td>\n",
       "      <td>133.115545</td>\n",
       "      <td>0.031062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>中公教育</td>\n",
       "      <td>SZ002607</td>\n",
       "      <td>130.252046</td>\n",
       "      <td>0.030394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>立讯精密</td>\n",
       "      <td>SZ002475</td>\n",
       "      <td>128.558051</td>\n",
       "      <td>0.029999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>广联达</td>\n",
       "      <td>SZ002410</td>\n",
       "      <td>126.814240</td>\n",
       "      <td>0.029592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>通策医疗</td>\n",
       "      <td>SH600763</td>\n",
       "      <td>125.142408</td>\n",
       "      <td>0.029202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>国电南瑞</td>\n",
       "      <td>SH600406</td>\n",
       "      <td>116.941080</td>\n",
       "      <td>0.027288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>华宇软件</td>\n",
       "      <td>SZ300271</td>\n",
       "      <td>113.862703</td>\n",
       "      <td>0.026569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>平安银行</td>\n",
       "      <td>SZ000001</td>\n",
       "      <td>103.283090</td>\n",
       "      <td>0.024101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>汇顶科技</td>\n",
       "      <td>SH603160</td>\n",
       "      <td>102.766070</td>\n",
       "      <td>0.023980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>思创医惠</td>\n",
       "      <td>SZ300078</td>\n",
       "      <td>86.822915</td>\n",
       "      <td>0.020260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>恒华科技</td>\n",
       "      <td>SZ300365</td>\n",
       "      <td>85.592354</td>\n",
       "      <td>0.019973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>国瓷材料</td>\n",
       "      <td>SZ300285</td>\n",
       "      <td>83.042030</td>\n",
       "      <td>0.019378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>我武生物</td>\n",
       "      <td>SZ300357</td>\n",
       "      <td>75.510311</td>\n",
       "      <td>0.017620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>金地集团</td>\n",
       "      <td>SH600383</td>\n",
       "      <td>72.120475</td>\n",
       "      <td>0.016829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>保利地产</td>\n",
       "      <td>SH600048</td>\n",
       "      <td>71.669896</td>\n",
       "      <td>0.016724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>中兴通讯</td>\n",
       "      <td>SZ000063</td>\n",
       "      <td>70.682286</td>\n",
       "      <td>0.016493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>绿盟科技</td>\n",
       "      <td>SZ300369</td>\n",
       "      <td>70.489165</td>\n",
       "      <td>0.016448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>贵州茅台</td>\n",
       "      <td>SH600519</td>\n",
       "      <td>70.027050</td>\n",
       "      <td>0.016341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>吉比特</td>\n",
       "      <td>SH603444</td>\n",
       "      <td>66.599400</td>\n",
       "      <td>0.015541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>恩捷股份</td>\n",
       "      <td>SZ002812</td>\n",
       "      <td>66.218832</td>\n",
       "      <td>0.015452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>欣旺达</td>\n",
       "      <td>SZ300207</td>\n",
       "      <td>65.547278</td>\n",
       "      <td>0.015295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>游族网络</td>\n",
       "      <td>SZ002174</td>\n",
       "      <td>64.950272</td>\n",
       "      <td>0.015156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>山东药玻</td>\n",
       "      <td>SH600529</td>\n",
       "      <td>62.895340</td>\n",
       "      <td>0.014676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>歌尔股份</td>\n",
       "      <td>SZ002241</td>\n",
       "      <td>56.536920</td>\n",
       "      <td>0.013193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>药明康德</td>\n",
       "      <td>SH603259</td>\n",
       "      <td>56.403320</td>\n",
       "      <td>0.013162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>华兰生物</td>\n",
       "      <td>SZ002007</td>\n",
       "      <td>55.092904</td>\n",
       "      <td>0.012856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>长安汽车</td>\n",
       "      <td>SZ000625</td>\n",
       "      <td>54.421224</td>\n",
       "      <td>0.012699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>招商银行</td>\n",
       "      <td>SH600036</td>\n",
       "      <td>53.831005</td>\n",
       "      <td>0.012561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>广发证券</td>\n",
       "      <td>SZ000776</td>\n",
       "      <td>53.533232</td>\n",
       "      <td>0.012492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>晨光文具</td>\n",
       "      <td>SH603899</td>\n",
       "      <td>52.804951</td>\n",
       "      <td>0.012322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>亿联网络</td>\n",
       "      <td>SZ300628</td>\n",
       "      <td>51.190844</td>\n",
       "      <td>0.011945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>爱柯迪</td>\n",
       "      <td>SH600933</td>\n",
       "      <td>50.534564</td>\n",
       "      <td>0.011792</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    name      code       value     ratio\n",
       "0   格力电器  SZ000651  392.117868  0.091499\n",
       "1   中国平安  SH601318  237.493534  0.055418\n",
       "2   华测检测  SZ300012  223.301951  0.052107\n",
       "3   芒果超媒  SZ300413  214.607815  0.050078\n",
       "4   美亚柏科  SZ300188  186.149699  0.043437\n",
       "5   隆基股份  SH601012  164.401823  0.038363\n",
       "6   三七互娱  SZ002555  145.223257  0.033887\n",
       "7   星宇股份  SH601799  144.919955  0.033817\n",
       "8   永辉超市  SH601933  133.115545  0.031062\n",
       "9   中公教育  SZ002607  130.252046  0.030394\n",
       "10  立讯精密  SZ002475  128.558051  0.029999\n",
       "11   广联达  SZ002410  126.814240  0.029592\n",
       "12  通策医疗  SH600763  125.142408  0.029202\n",
       "13  国电南瑞  SH600406  116.941080  0.027288\n",
       "14  华宇软件  SZ300271  113.862703  0.026569\n",
       "15  平安银行  SZ000001  103.283090  0.024101\n",
       "16  汇顶科技  SH603160  102.766070  0.023980\n",
       "17  思创医惠  SZ300078   86.822915  0.020260\n",
       "18  恒华科技  SZ300365   85.592354  0.019973\n",
       "19  国瓷材料  SZ300285   83.042030  0.019378\n",
       "20  我武生物  SZ300357   75.510311  0.017620\n",
       "21  金地集团  SH600383   72.120475  0.016829\n",
       "22  保利地产  SH600048   71.669896  0.016724\n",
       "23  中兴通讯  SZ000063   70.682286  0.016493\n",
       "24  绿盟科技  SZ300369   70.489165  0.016448\n",
       "25  贵州茅台  SH600519   70.027050  0.016341\n",
       "26   吉比特  SH603444   66.599400  0.015541\n",
       "27  恩捷股份  SZ002812   66.218832  0.015452\n",
       "28   欣旺达  SZ300207   65.547278  0.015295\n",
       "29  游族网络  SZ002174   64.950272  0.015156\n",
       "30  山东药玻  SH600529   62.895340  0.014676\n",
       "31  歌尔股份  SZ002241   56.536920  0.013193\n",
       "32  药明康德  SH603259   56.403320  0.013162\n",
       "33  华兰生物  SZ002007   55.092904  0.012856\n",
       "34  长安汽车  SZ000625   54.421224  0.012699\n",
       "35  招商银行  SH600036   53.831005  0.012561\n",
       "36  广发证券  SZ000776   53.533232  0.012492\n",
       "37  晨光文具  SH603899   52.804951  0.012322\n",
       "38  亿联网络  SZ300628   51.190844  0.011945\n",
       "39   爱柯迪  SH600933   50.534564  0.011792"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sys.get_stock_holdings(date=\"2019-12-01\", threhold=50)\n",
    "# 可以调整透视的时间和股票阈值\n",
    "# 可以看到2020以来格力平安等遭到组合的减持"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'bond': 8446.478429, 'cash': 1416.611418, 'stock': 10343.429751}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 我们可以查看整个组合最底层具体的股票，债券，现金的仓位分布情况\n",
    "sys.get_portfolio()\n",
    "# 可以看到基本上股债平衡"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
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       "                \"2015-12-29\",\n",
       "                \"2015-12-30\",\n",
       "                \"2015-12-31\",\n",
       "                \"2016-01-04\",\n",
       "                \"2016-01-05\",\n",
       "                \"2016-01-06\",\n",
       "                \"2016-01-07\",\n",
       "                \"2016-01-08\",\n",
       "                \"2016-01-11\",\n",
       "                \"2016-01-12\",\n",
       "                \"2016-01-13\",\n",
       "                \"2016-01-14\",\n",
       "                \"2016-01-15\",\n",
       "                \"2016-01-18\",\n",
       "                \"2016-01-19\",\n",
       "                \"2016-01-20\",\n",
       "                \"2016-01-21\",\n",
       "                \"2016-01-22\",\n",
       "                \"2016-01-25\",\n",
       "                \"2016-01-26\",\n",
       "                \"2016-01-27\",\n",
       "                \"2016-01-28\",\n",
       "                \"2016-01-29\",\n",
       "                \"2016-02-01\",\n",
       "                \"2016-02-02\",\n",
       "                \"2016-02-03\",\n",
       "                \"2016-02-04\",\n",
       "                \"2016-02-05\",\n",
       "                \"2016-02-15\",\n",
       "                \"2016-02-16\",\n",
       "                \"2016-02-17\",\n",
       "                \"2016-02-18\",\n",
       "                \"2016-02-19\",\n",
       "                \"2016-02-22\",\n",
       "                \"2016-02-23\",\n",
       "                \"2016-02-24\",\n",
       "                \"2016-02-25\",\n",
       "                \"2016-02-26\",\n",
       "                \"2016-02-29\",\n",
       "                \"2016-03-01\",\n",
       "                \"2016-03-02\",\n",
       "                \"2016-03-03\",\n",
       "                \"2016-03-04\",\n",
       "                \"2016-03-07\",\n",
       "                \"2016-03-08\",\n",
       "                \"2016-03-09\",\n",
       "                \"2016-03-10\",\n",
       "                \"2016-03-11\",\n",
       "                \"2016-03-14\",\n",
       "                \"2016-03-15\",\n",
       "                \"2016-03-16\",\n",
       "                \"2016-03-17\",\n",
       "                \"2016-03-18\",\n",
       "                \"2016-03-21\",\n",
       "                \"2016-03-22\",\n",
       "                \"2016-03-23\",\n",
       "                \"2016-03-24\",\n",
       "                \"2016-03-25\",\n",
       "                \"2016-03-28\",\n",
       "                \"2016-03-29\",\n",
       "                \"2016-03-30\",\n",
       "                \"2016-03-31\",\n",
       "                \"2016-04-01\",\n",
       "                \"2016-04-05\",\n",
       "                \"2016-04-06\",\n",
       "                \"2016-04-07\",\n",
       "                \"2016-04-08\",\n",
       "                \"2016-04-11\",\n",
       "                \"2016-04-12\",\n",
       "                \"2016-04-13\",\n",
       "                \"2016-04-14\",\n",
       "                \"2016-04-15\",\n",
       "                \"2016-04-18\",\n",
       "                \"2016-04-19\",\n",
       "                \"2016-04-20\",\n",
       "                \"2016-04-21\",\n",
       "                \"2016-04-22\",\n",
       "                \"2016-04-25\",\n",
       "                \"2016-04-26\",\n",
       "                \"2016-04-27\",\n",
       "                \"2016-04-28\",\n",
       "                \"2016-04-29\",\n",
       "                \"2016-05-03\",\n",
       "                \"2016-05-04\",\n",
       "                \"2016-05-05\",\n",
       "                \"2016-05-06\",\n",
       "                \"2016-05-09\",\n",
       "                \"2016-05-10\",\n",
       "                \"2016-05-11\",\n",
       "                \"2016-05-12\",\n",
       "                \"2016-05-13\",\n",
       "                \"2016-05-16\",\n",
       "                \"2016-05-17\",\n",
       "                \"2016-05-18\",\n",
       "                \"2016-05-19\",\n",
       "                \"2016-05-20\",\n",
       "                \"2016-05-23\",\n",
       "                \"2016-05-24\",\n",
       "                \"2016-05-25\",\n",
       "                \"2016-05-26\",\n",
       "                \"2016-05-27\",\n",
       "                \"2016-05-30\",\n",
       "                \"2016-05-31\",\n",
       "                \"2016-06-01\",\n",
       "                \"2016-06-02\",\n",
       "                \"2016-06-03\",\n",
       "                \"2016-06-06\",\n",
       "                \"2016-06-07\",\n",
       "                \"2016-06-08\",\n",
       "                \"2016-06-13\",\n",
       "                \"2016-06-14\",\n",
       "                \"2016-06-15\",\n",
       "                \"2016-06-16\",\n",
       "                \"2016-06-17\",\n",
       "                \"2016-06-20\",\n",
       "                \"2016-06-21\",\n",
       "                \"2016-06-22\",\n",
       "                \"2016-06-23\",\n",
       "                \"2016-06-24\",\n",
       "                \"2016-06-27\",\n",
       "                \"2016-06-28\",\n",
       "                \"2016-06-29\",\n",
       "                \"2016-06-30\",\n",
       "                \"2016-07-01\",\n",
       "                \"2016-07-04\",\n",
       "                \"2016-07-05\",\n",
       "                \"2016-07-06\",\n",
       "                \"2016-07-07\",\n",
       "                \"2016-07-08\",\n",
       "                \"2016-07-11\",\n",
       "                \"2016-07-12\",\n",
       "                \"2016-07-13\",\n",
       "                \"2016-07-14\",\n",
       "                \"2016-07-15\",\n",
       "                \"2016-07-18\",\n",
       "                \"2016-07-19\",\n",
       "                \"2016-07-20\",\n",
       "                \"2016-07-21\",\n",
       "                \"2016-07-22\",\n",
       "                \"2016-07-25\",\n",
       "                \"2016-07-26\",\n",
       "                \"2016-07-27\",\n",
       "                \"2016-07-28\",\n",
       "                \"2016-07-29\",\n",
       "                \"2016-08-01\",\n",
       "                \"2016-08-02\",\n",
       "                \"2016-08-03\",\n",
       "                \"2016-08-04\",\n",
       "                \"2016-08-05\",\n",
       "                \"2016-08-08\",\n",
       "                \"2016-08-09\",\n",
       "                \"2016-08-10\",\n",
       "                \"2016-08-11\",\n",
       "                \"2016-08-12\",\n",
       "                \"2016-08-15\",\n",
       "                \"2016-08-16\",\n",
       "                \"2016-08-17\",\n",
       "                \"2016-08-18\",\n",
       "                \"2016-08-19\",\n",
       "                \"2016-08-22\",\n",
       "                \"2016-08-23\",\n",
       "                \"2016-08-24\",\n",
       "                \"2016-08-25\",\n",
       "                \"2016-08-26\",\n",
       "                \"2016-08-29\",\n",
       "                \"2016-08-30\",\n",
       "                \"2016-08-31\",\n",
       "                \"2016-09-01\",\n",
       "                \"2016-09-02\",\n",
       "                \"2016-09-05\",\n",
       "                \"2016-09-06\",\n",
       "                \"2016-09-07\",\n",
       "                \"2016-09-08\",\n",
       "                \"2016-09-09\",\n",
       "                \"2016-09-12\",\n",
       "                \"2016-09-13\",\n",
       "                \"2016-09-14\",\n",
       "                \"2016-09-19\",\n",
       "                \"2016-09-20\",\n",
       "                \"2016-09-21\",\n",
       "                \"2016-09-22\",\n",
       "                \"2016-09-23\",\n",
       "                \"2016-09-26\",\n",
       "                \"2016-09-27\",\n",
       "                \"2016-09-28\",\n",
       "                \"2016-09-29\",\n",
       "                \"2016-09-30\",\n",
       "                \"2016-10-10\",\n",
       "                \"2016-10-11\",\n",
       "                \"2016-10-12\",\n",
       "                \"2016-10-13\",\n",
       "                \"2016-10-14\",\n",
       "                \"2016-10-17\",\n",
       "                \"2016-10-18\",\n",
       "                \"2016-10-19\",\n",
       "                \"2016-10-20\",\n",
       "                \"2016-10-21\",\n",
       "                \"2016-10-24\",\n",
       "                \"2016-10-25\",\n",
       "                \"2016-10-26\",\n",
       "                \"2016-10-27\",\n",
       "                \"2016-10-28\",\n",
       "                \"2016-10-31\",\n",
       "                \"2016-11-01\",\n",
       "                \"2016-11-02\",\n",
       "                \"2016-11-03\",\n",
       "                \"2016-11-04\",\n",
       "                \"2016-11-07\",\n",
       "                \"2016-11-08\",\n",
       "                \"2016-11-09\",\n",
       "                \"2016-11-10\",\n",
       "                \"2016-11-11\",\n",
       "                \"2016-11-14\",\n",
       "                \"2016-11-15\",\n",
       "                \"2016-11-16\",\n",
       "                \"2016-11-17\",\n",
       "                \"2016-11-18\",\n",
       "                \"2016-11-21\",\n",
       "                \"2016-11-22\",\n",
       "                \"2016-11-23\",\n",
       "                \"2016-11-24\",\n",
       "                \"2016-11-25\",\n",
       "                \"2016-11-28\",\n",
       "                \"2016-11-29\",\n",
       "                \"2016-11-30\",\n",
       "                \"2016-12-01\",\n",
       "                \"2016-12-02\",\n",
       "                \"2016-12-05\",\n",
       "                \"2016-12-06\",\n",
       "                \"2016-12-07\",\n",
       "                \"2016-12-08\",\n",
       "                \"2016-12-09\",\n",
       "                \"2016-12-12\",\n",
       "                \"2016-12-13\",\n",
       "                \"2016-12-14\",\n",
       "                \"2016-12-15\",\n",
       "                \"2016-12-16\",\n",
       "                \"2016-12-19\",\n",
       "                \"2016-12-20\",\n",
       "                \"2016-12-21\",\n",
       "                \"2016-12-22\",\n",
       "                \"2016-12-23\",\n",
       "                \"2016-12-26\",\n",
       "                \"2016-12-27\",\n",
       "                \"2016-12-28\",\n",
       "                \"2016-12-29\",\n",
       "                \"2016-12-30\",\n",
       "                \"2017-01-03\",\n",
       "                \"2017-01-04\",\n",
       "                \"2017-01-05\",\n",
       "                \"2017-01-06\",\n",
       "                \"2017-01-09\",\n",
       "                \"2017-01-10\",\n",
       "                \"2017-01-11\",\n",
       "                \"2017-01-12\",\n",
       "                \"2017-01-13\",\n",
       "                \"2017-01-16\",\n",
       "                \"2017-01-17\",\n",
       "                \"2017-01-18\",\n",
       "                \"2017-01-19\",\n",
       "                \"2017-01-20\",\n",
       "                \"2017-01-23\",\n",
       "                \"2017-01-24\",\n",
       "                \"2017-01-25\",\n",
       "                \"2017-01-26\",\n",
       "                \"2017-02-03\",\n",
       "                \"2017-02-06\",\n",
       "                \"2017-02-07\",\n",
       "                \"2017-02-08\",\n",
       "                \"2017-02-09\",\n",
       "                \"2017-02-10\",\n",
       "                \"2017-02-13\",\n",
       "                \"2017-02-14\",\n",
       "                \"2017-02-15\",\n",
       "                \"2017-02-16\",\n",
       "                \"2017-02-17\",\n",
       "                \"2017-02-20\",\n",
       "                \"2017-02-21\",\n",
       "                \"2017-02-22\",\n",
       "                \"2017-02-23\",\n",
       "                \"2017-02-24\",\n",
       "                \"2017-02-27\",\n",
       "                \"2017-02-28\",\n",
       "                \"2017-03-01\",\n",
       "                \"2017-03-02\",\n",
       "                \"2017-03-03\",\n",
       "                \"2017-03-06\",\n",
       "                \"2017-03-07\",\n",
       "                \"2017-03-08\",\n",
       "                \"2017-03-09\",\n",
       "                \"2017-03-10\",\n",
       "                \"2017-03-13\",\n",
       "                \"2017-03-14\",\n",
       "                \"2017-03-15\",\n",
       "                \"2017-03-16\",\n",
       "                \"2017-03-17\",\n",
       "                \"2017-03-20\",\n",
       "                \"2017-03-21\",\n",
       "                \"2017-03-22\",\n",
       "                \"2017-03-23\",\n",
       "                \"2017-03-24\",\n",
       "                \"2017-03-27\",\n",
       "                \"2017-03-28\",\n",
       "                \"2017-03-29\",\n",
       "                \"2017-03-30\",\n",
       "                \"2017-03-31\",\n",
       "                \"2017-04-05\",\n",
       "                \"2017-04-06\",\n",
       "                \"2017-04-07\",\n",
       "                \"2017-04-10\",\n",
       "                \"2017-04-11\",\n",
       "                \"2017-04-12\",\n",
       "                \"2017-04-13\",\n",
       "                \"2017-04-14\",\n",
       "                \"2017-04-17\",\n",
       "                \"2017-04-18\",\n",
       "                \"2017-04-19\",\n",
       "                \"2017-04-20\",\n",
       "                \"2017-04-21\",\n",
       "                \"2017-04-24\",\n",
       "                \"2017-04-25\",\n",
       "                \"2017-04-26\",\n",
       "                \"2017-04-27\",\n",
       "                \"2017-04-28\",\n",
       "                \"2017-05-02\",\n",
       "                \"2017-05-03\",\n",
       "                \"2017-05-04\",\n",
       "                \"2017-05-05\",\n",
       "                \"2017-05-08\",\n",
       "                \"2017-05-09\",\n",
       "                \"2017-05-10\",\n",
       "                \"2017-05-11\",\n",
       "                \"2017-05-12\",\n",
       "                \"2017-05-15\",\n",
       "                \"2017-05-16\",\n",
       "                \"2017-05-17\",\n",
       "                \"2017-05-18\",\n",
       "                \"2017-05-19\",\n",
       "                \"2017-05-22\",\n",
       "                \"2017-05-23\",\n",
       "                \"2017-05-24\",\n",
       "                \"2017-05-25\",\n",
       "                \"2017-05-26\",\n",
       "                \"2017-05-31\",\n",
       "                \"2017-06-01\",\n",
       "                \"2017-06-02\",\n",
       "                \"2017-06-05\",\n",
       "                \"2017-06-06\",\n",
       "                \"2017-06-07\",\n",
       "                \"2017-06-08\",\n",
       "                \"2017-06-09\",\n",
       "                \"2017-06-12\",\n",
       "                \"2017-06-13\",\n",
       "                \"2017-06-14\",\n",
       "                \"2017-06-15\",\n",
       "                \"2017-06-16\",\n",
       "                \"2017-06-19\",\n",
       "                \"2017-06-20\",\n",
       "                \"2017-06-21\",\n",
       "                \"2017-06-22\",\n",
       "                \"2017-06-23\",\n",
       "                \"2017-06-26\",\n",
       "                \"2017-06-27\",\n",
       "                \"2017-06-28\",\n",
       "                \"2017-06-29\",\n",
       "                \"2017-06-30\",\n",
       "                \"2017-07-03\",\n",
       "                \"2017-07-04\",\n",
       "                \"2017-07-05\",\n",
       "                \"2017-07-06\",\n",
       "                \"2017-07-07\",\n",
       "                \"2017-07-10\",\n",
       "                \"2017-07-11\",\n",
       "                \"2017-07-12\",\n",
       "                \"2017-07-13\",\n",
       "                \"2017-07-14\",\n",
       "                \"2017-07-17\",\n",
       "                \"2017-07-18\",\n",
       "                \"2017-07-19\",\n",
       "                \"2017-07-20\",\n",
       "                \"2017-07-21\",\n",
       "                \"2017-07-24\",\n",
       "                \"2017-07-25\",\n",
       "                \"2017-07-26\",\n",
       "                \"2017-07-27\",\n",
       "                \"2017-07-28\",\n",
       "                \"2017-07-31\",\n",
       "                \"2017-08-01\",\n",
       "                \"2017-08-02\",\n",
       "                \"2017-08-03\",\n",
       "                \"2017-08-04\",\n",
       "                \"2017-08-07\",\n",
       "                \"2017-08-08\",\n",
       "                \"2017-08-09\",\n",
       "                \"2017-08-10\",\n",
       "                \"2017-08-11\",\n",
       "                \"2017-08-14\",\n",
       "                \"2017-08-15\",\n",
       "                \"2017-08-16\",\n",
       "                \"2017-08-17\",\n",
       "                \"2017-08-18\",\n",
       "                \"2017-08-21\",\n",
       "                \"2017-08-22\",\n",
       "                \"2017-08-23\",\n",
       "                \"2017-08-24\",\n",
       "                \"2017-08-25\",\n",
       "                \"2017-08-28\",\n",
       "                \"2017-08-29\",\n",
       "                \"2017-08-30\",\n",
       "                \"2017-08-31\",\n",
       "                \"2017-09-01\",\n",
       "                \"2017-09-04\",\n",
       "                \"2017-09-05\",\n",
       "                \"2017-09-06\",\n",
       "                \"2017-09-07\",\n",
       "                \"2017-09-08\",\n",
       "                \"2017-09-11\",\n",
       "                \"2017-09-12\",\n",
       "                \"2017-09-13\",\n",
       "                \"2017-09-14\",\n",
       "                \"2017-09-15\",\n",
       "                \"2017-09-18\",\n",
       "                \"2017-09-19\",\n",
       "                \"2017-09-20\",\n",
       "                \"2017-09-21\",\n",
       "                \"2017-09-22\",\n",
       "                \"2017-09-25\",\n",
       "                \"2017-09-26\",\n",
       "                \"2017-09-27\",\n",
       "                \"2017-09-28\",\n",
       "                \"2017-09-29\",\n",
       "                \"2017-10-09\",\n",
       "                \"2017-10-10\",\n",
       "                \"2017-10-11\",\n",
       "                \"2017-10-12\",\n",
       "                \"2017-10-13\",\n",
       "                \"2017-10-16\",\n",
       "                \"2017-10-17\",\n",
       "                \"2017-10-18\",\n",
       "                \"2017-10-19\",\n",
       "                \"2017-10-20\",\n",
       "                \"2017-10-23\",\n",
       "                \"2017-10-24\",\n",
       "                \"2017-10-25\",\n",
       "                \"2017-10-26\",\n",
       "                \"2017-10-27\",\n",
       "                \"2017-10-30\",\n",
       "                \"2017-10-31\",\n",
       "                \"2017-11-01\",\n",
       "                \"2017-11-02\",\n",
       "                \"2017-11-03\",\n",
       "                \"2017-11-06\",\n",
       "                \"2017-11-07\",\n",
       "                \"2017-11-08\",\n",
       "                \"2017-11-09\",\n",
       "                \"2017-11-10\",\n",
       "                \"2017-11-13\",\n",
       "                \"2017-11-14\",\n",
       "                \"2017-11-15\",\n",
       "                \"2017-11-16\",\n",
       "                \"2017-11-17\",\n",
       "                \"2017-11-20\",\n",
       "                \"2017-11-21\",\n",
       "                \"2017-11-22\",\n",
       "                \"2017-11-23\",\n",
       "                \"2017-11-24\",\n",
       "                \"2017-11-27\",\n",
       "                \"2017-11-28\",\n",
       "                \"2017-11-29\",\n",
       "                \"2017-11-30\",\n",
       "                \"2017-12-01\",\n",
       "                \"2017-12-04\",\n",
       "                \"2017-12-05\",\n",
       "                \"2017-12-06\",\n",
       "                \"2017-12-07\",\n",
       "                \"2017-12-08\",\n",
       "                \"2017-12-11\",\n",
       "                \"2017-12-12\",\n",
       "                \"2017-12-13\",\n",
       "                \"2017-12-14\",\n",
       "                \"2017-12-15\",\n",
       "                \"2017-12-18\",\n",
       "                \"2017-12-19\",\n",
       "                \"2017-12-20\",\n",
       "                \"2017-12-21\",\n",
       "                \"2017-12-22\",\n",
       "                \"2017-12-25\",\n",
       "                \"2017-12-26\",\n",
       "                \"2017-12-27\",\n",
       "                \"2017-12-28\",\n",
       "                \"2017-12-29\",\n",
       "                \"2018-01-02\",\n",
       "                \"2018-01-03\",\n",
       "                \"2018-01-04\",\n",
       "                \"2018-01-05\",\n",
       "                \"2018-01-08\",\n",
       "                \"2018-01-09\",\n",
       "                \"2018-01-10\",\n",
       "                \"2018-01-11\",\n",
       "                \"2018-01-12\",\n",
       "                \"2018-01-15\",\n",
       "                \"2018-01-16\",\n",
       "                \"2018-01-17\",\n",
       "                \"2018-01-18\",\n",
       "                \"2018-01-19\",\n",
       "                \"2018-01-22\",\n",
       "                \"2018-01-23\",\n",
       "                \"2018-01-24\",\n",
       "                \"2018-01-25\",\n",
       "                \"2018-01-26\",\n",
       "                \"2018-01-29\",\n",
       "                \"2018-01-30\",\n",
       "                \"2018-01-31\",\n",
       "                \"2018-02-01\",\n",
       "                \"2018-02-02\",\n",
       "                \"2018-02-05\",\n",
       "                \"2018-02-06\",\n",
       "                \"2018-02-07\",\n",
       "                \"2018-02-08\",\n",
       "                \"2018-02-09\",\n",
       "                \"2018-02-12\",\n",
       "                \"2018-02-13\",\n",
       "                \"2018-02-14\",\n",
       "                \"2018-02-22\",\n",
       "                \"2018-02-23\",\n",
       "                \"2018-02-26\",\n",
       "                \"2018-02-27\",\n",
       "                \"2018-02-28\",\n",
       "                \"2018-03-01\",\n",
       "                \"2018-03-02\",\n",
       "                \"2018-03-05\",\n",
       "                \"2018-03-06\",\n",
       "                \"2018-03-07\",\n",
       "                \"2018-03-08\",\n",
       "                \"2018-03-09\",\n",
       "                \"2018-03-12\",\n",
       "                \"2018-03-13\",\n",
       "                \"2018-03-14\",\n",
       "                \"2018-03-15\",\n",
       "                \"2018-03-16\",\n",
       "                \"2018-03-19\",\n",
       "                \"2018-03-20\",\n",
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       "        },\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"type\": \"slider\",\n",
       "            \"realtime\": true,\n",
       "            \"start\": 50,\n",
       "            \"end\": 100,\n",
       "            \"orient\": \"vertical\",\n",
       "            \"zoomLock\": false\n",
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       "};\n",
       "                chart_b8a9020fdf524f3ba6f72099d8ce4f65.setOption(option_b8a9020fdf524f3ba6f72099d8ce4f65);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x11e8504e0>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 可以查看单只的买入卖出情况\n",
    "sys.fundtradeobj[1].v_tradecost()\n",
    "# 图上的蓝点对应一次现金分红\n",
    "# 关于如何设定账单，以控制每次分红选择分红再投入还是现金分红，请参考文档\n",
    "# 具体针对该例子，如何实现分红再投入的比较，请参考该 issue: https://github.com/refraction-ray/xalpha/issues/34"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "做成封闭现金流系统则有更多可能性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "sysfix = xa.mulfix(status=df, totmoney=14000)\n",
    "# 做成有14000初始基金的封闭组合"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "sysfix.bcmkset(xa.indexinfo(\"SH000300\"), start=\"2017-01-01\")  # 设定比较基准为沪深300\n",
    "# 这一过程会生成计算封闭组合每日净值情况，耗时较长，请耐心等待"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
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       "                \"2018-07-16\",\n",
       "                \"2018-07-17\",\n",
       "                \"2018-07-18\",\n",
       "                \"2018-07-19\",\n",
       "                \"2018-07-20\",\n",
       "                \"2018-07-23\",\n",
       "                \"2018-07-24\",\n",
       "                \"2018-07-25\",\n",
       "                \"2018-07-26\",\n",
       "                \"2018-07-27\",\n",
       "                \"2018-07-30\",\n",
       "                \"2018-07-31\",\n",
       "                \"2018-08-01\",\n",
       "                \"2018-08-02\",\n",
       "                \"2018-08-03\",\n",
       "                \"2018-08-06\",\n",
       "                \"2018-08-07\",\n",
       "                \"2018-08-08\",\n",
       "                \"2018-08-09\",\n",
       "                \"2018-08-10\",\n",
       "                \"2018-08-13\",\n",
       "                \"2018-08-14\",\n",
       "                \"2018-08-15\",\n",
       "                \"2018-08-16\",\n",
       "                \"2018-08-17\",\n",
       "                \"2018-08-20\",\n",
       "                \"2018-08-21\",\n",
       "                \"2018-08-22\",\n",
       "                \"2018-08-23\",\n",
       "                \"2018-08-24\",\n",
       "                \"2018-08-27\",\n",
       "                \"2018-08-28\",\n",
       "                \"2018-08-29\",\n",
       "                \"2018-08-30\",\n",
       "                \"2018-08-31\",\n",
       "                \"2018-09-03\",\n",
       "                \"2018-09-04\",\n",
       "                \"2018-09-05\",\n",
       "                \"2018-09-06\",\n",
       "                \"2018-09-07\",\n",
       "                \"2018-09-10\",\n",
       "                \"2018-09-11\",\n",
       "                \"2018-09-12\",\n",
       "                \"2018-09-13\",\n",
       "                \"2018-09-14\",\n",
       "                \"2018-09-17\",\n",
       "                \"2018-09-18\",\n",
       "                \"2018-09-19\",\n",
       "                \"2018-09-20\",\n",
       "                \"2018-09-21\",\n",
       "                \"2018-09-25\",\n",
       "                \"2018-09-26\",\n",
       "                \"2018-09-27\",\n",
       "                \"2018-09-28\",\n",
       "                \"2018-10-08\",\n",
       "                \"2018-10-09\",\n",
       "                \"2018-10-10\",\n",
       "                \"2018-10-11\",\n",
       "                \"2018-10-12\",\n",
       "                \"2018-10-15\",\n",
       "                \"2018-10-16\",\n",
       "                \"2018-10-17\",\n",
       "                \"2018-10-18\",\n",
       "                \"2018-10-19\",\n",
       "                \"2018-10-22\",\n",
       "                \"2018-10-23\",\n",
       "                \"2018-10-24\",\n",
       "                \"2018-10-25\",\n",
       "                \"2018-10-26\",\n",
       "                \"2018-10-29\",\n",
       "                \"2018-10-30\",\n",
       "                \"2018-10-31\",\n",
       "                \"2018-11-01\",\n",
       "                \"2018-11-02\",\n",
       "                \"2018-11-05\",\n",
       "                \"2018-11-06\",\n",
       "                \"2018-11-07\",\n",
       "                \"2018-11-08\",\n",
       "                \"2018-11-09\",\n",
       "                \"2018-11-12\",\n",
       "                \"2018-11-13\",\n",
       "                \"2018-11-14\",\n",
       "                \"2018-11-15\",\n",
       "                \"2018-11-16\",\n",
       "                \"2018-11-19\",\n",
       "                \"2018-11-20\",\n",
       "                \"2018-11-21\",\n",
       "                \"2018-11-22\",\n",
       "                \"2018-11-23\",\n",
       "                \"2018-11-26\",\n",
       "                \"2018-11-27\",\n",
       "                \"2018-11-28\",\n",
       "                \"2018-11-29\",\n",
       "                \"2018-11-30\",\n",
       "                \"2018-12-03\",\n",
       "                \"2018-12-04\",\n",
       "                \"2018-12-05\",\n",
       "                \"2018-12-06\",\n",
       "                \"2018-12-07\",\n",
       "                \"2018-12-10\",\n",
       "                \"2018-12-11\",\n",
       "                \"2018-12-12\",\n",
       "                \"2018-12-13\",\n",
       "                \"2018-12-14\",\n",
       "                \"2018-12-17\",\n",
       "                \"2018-12-18\",\n",
       "                \"2018-12-19\",\n",
       "                \"2018-12-20\",\n",
       "                \"2018-12-21\",\n",
       "                \"2018-12-24\",\n",
       "                \"2018-12-25\",\n",
       "                \"2018-12-26\",\n",
       "                \"2018-12-27\",\n",
       "                \"2018-12-28\",\n",
       "                \"2019-01-02\",\n",
       "                \"2019-01-03\",\n",
       "                \"2019-01-04\",\n",
       "                \"2019-01-07\",\n",
       "                \"2019-01-08\",\n",
       "                \"2019-01-09\",\n",
       "                \"2019-01-10\",\n",
       "                \"2019-01-11\",\n",
       "                \"2019-01-14\",\n",
       "                \"2019-01-15\",\n",
       "                \"2019-01-16\",\n",
       "                \"2019-01-17\",\n",
       "                \"2019-01-18\",\n",
       "                \"2019-01-21\",\n",
       "                \"2019-01-22\",\n",
       "                \"2019-01-23\",\n",
       "                \"2019-01-24\",\n",
       "                \"2019-01-25\",\n",
       "                \"2019-01-28\",\n",
       "                \"2019-01-29\",\n",
       "                \"2019-01-30\",\n",
       "                \"2019-01-31\",\n",
       "                \"2019-02-01\",\n",
       "                \"2019-02-11\",\n",
       "                \"2019-02-12\",\n",
       "                \"2019-02-13\",\n",
       "                \"2019-02-14\",\n",
       "                \"2019-02-15\",\n",
       "                \"2019-02-18\",\n",
       "                \"2019-02-19\",\n",
       "                \"2019-02-20\",\n",
       "                \"2019-02-21\",\n",
       "                \"2019-02-22\",\n",
       "                \"2019-02-25\",\n",
       "                \"2019-02-26\",\n",
       "                \"2019-02-27\",\n",
       "                \"2019-02-28\",\n",
       "                \"2019-03-01\",\n",
       "                \"2019-03-04\",\n",
       "                \"2019-03-05\",\n",
       "                \"2019-03-06\",\n",
       "                \"2019-03-07\",\n",
       "                \"2019-03-08\",\n",
       "                \"2019-03-11\",\n",
       "                \"2019-03-12\",\n",
       "                \"2019-03-13\",\n",
       "                \"2019-03-14\",\n",
       "                \"2019-03-15\",\n",
       "                \"2019-03-18\",\n",
       "                \"2019-03-19\",\n",
       "                \"2019-03-20\",\n",
       "                \"2019-03-21\",\n",
       "                \"2019-03-22\",\n",
       "                \"2019-03-25\",\n",
       "                \"2019-03-26\",\n",
       "                \"2019-03-27\",\n",
       "                \"2019-03-28\",\n",
       "                \"2019-03-29\",\n",
       "                \"2019-04-01\",\n",
       "                \"2019-04-02\",\n",
       "                \"2019-04-03\",\n",
       "                \"2019-04-04\",\n",
       "                \"2019-04-08\",\n",
       "                \"2019-04-09\",\n",
       "                \"2019-04-10\",\n",
       "                \"2019-04-11\",\n",
       "                \"2019-04-12\",\n",
       "                \"2019-04-15\",\n",
       "                \"2019-04-16\",\n",
       "                \"2019-04-17\",\n",
       "                \"2019-04-18\",\n",
       "                \"2019-04-19\",\n",
       "                \"2019-04-22\",\n",
       "                \"2019-04-23\",\n",
       "                \"2019-04-24\",\n",
       "                \"2019-04-25\",\n",
       "                \"2019-04-26\",\n",
       "                \"2019-04-29\",\n",
       "                \"2019-04-30\",\n",
       "                \"2019-05-06\",\n",
       "                \"2019-05-07\",\n",
       "                \"2019-05-08\",\n",
       "                \"2019-05-09\",\n",
       "                \"2019-05-10\",\n",
       "                \"2019-05-13\",\n",
       "                \"2019-05-14\",\n",
       "                \"2019-05-15\",\n",
       "                \"2019-05-16\",\n",
       "                \"2019-05-17\",\n",
       "                \"2019-05-20\",\n",
       "                \"2019-05-21\",\n",
       "                \"2019-05-22\",\n",
       "                \"2019-05-23\",\n",
       "                \"2019-05-24\",\n",
       "                \"2019-05-27\",\n",
       "                \"2019-05-28\",\n",
       "                \"2019-05-29\",\n",
       "                \"2019-05-30\",\n",
       "                \"2019-05-31\",\n",
       "                \"2019-06-03\",\n",
       "                \"2019-06-04\",\n",
       "                \"2019-06-05\",\n",
       "                \"2019-06-06\",\n",
       "                \"2019-06-10\",\n",
       "                \"2019-06-11\",\n",
       "                \"2019-06-12\",\n",
       "                \"2019-06-13\",\n",
       "                \"2019-06-14\",\n",
       "                \"2019-06-17\",\n",
       "                \"2019-06-18\",\n",
       "                \"2019-06-19\",\n",
       "                \"2019-06-20\",\n",
       "                \"2019-06-21\",\n",
       "                \"2019-06-24\",\n",
       "                \"2019-06-25\",\n",
       "                \"2019-06-26\",\n",
       "                \"2019-06-27\",\n",
       "                \"2019-06-28\",\n",
       "                \"2019-07-01\",\n",
       "                \"2019-07-02\",\n",
       "                \"2019-07-03\",\n",
       "                \"2019-07-04\",\n",
       "                \"2019-07-05\",\n",
       "                \"2019-07-08\",\n",
       "                \"2019-07-09\",\n",
       "                \"2019-07-10\",\n",
       "                \"2019-07-11\",\n",
       "                \"2019-07-12\",\n",
       "                \"2019-07-15\",\n",
       "                \"2019-07-16\",\n",
       "                \"2019-07-17\",\n",
       "                \"2019-07-18\",\n",
       "                \"2019-07-19\",\n",
       "                \"2019-07-22\",\n",
       "                \"2019-07-23\",\n",
       "                \"2019-07-24\",\n",
       "                \"2019-07-25\",\n",
       "                \"2019-07-26\",\n",
       "                \"2019-07-29\",\n",
       "                \"2019-07-30\",\n",
       "                \"2019-07-31\",\n",
       "                \"2019-08-01\",\n",
       "                \"2019-08-02\",\n",
       "                \"2019-08-05\",\n",
       "                \"2019-08-06\",\n",
       "                \"2019-08-07\",\n",
       "                \"2019-08-08\",\n",
       "                \"2019-08-09\",\n",
       "                \"2019-08-12\",\n",
       "                \"2019-08-13\",\n",
       "                \"2019-08-14\",\n",
       "                \"2019-08-15\",\n",
       "                \"2019-08-16\",\n",
       "                \"2019-08-19\",\n",
       "                \"2019-08-20\",\n",
       "                \"2019-08-21\",\n",
       "                \"2019-08-22\",\n",
       "                \"2019-08-23\",\n",
       "                \"2019-08-26\",\n",
       "                \"2019-08-27\",\n",
       "                \"2019-08-28\",\n",
       "                \"2019-08-29\",\n",
       "                \"2019-08-30\",\n",
       "                \"2019-09-02\",\n",
       "                \"2019-09-03\",\n",
       "                \"2019-09-04\",\n",
       "                \"2019-09-05\",\n",
       "                \"2019-09-06\",\n",
       "                \"2019-09-09\",\n",
       "                \"2019-09-10\",\n",
       "                \"2019-09-11\",\n",
       "                \"2019-09-12\",\n",
       "                \"2019-09-16\",\n",
       "                \"2019-09-17\",\n",
       "                \"2019-09-18\",\n",
       "                \"2019-09-19\",\n",
       "                \"2019-09-20\",\n",
       "                \"2019-09-23\",\n",
       "                \"2019-09-24\",\n",
       "                \"2019-09-25\",\n",
       "                \"2019-09-26\",\n",
       "                \"2019-09-27\",\n",
       "                \"2019-09-30\",\n",
       "                \"2019-10-08\",\n",
       "                \"2019-10-09\",\n",
       "                \"2019-10-10\",\n",
       "                \"2019-10-11\",\n",
       "                \"2019-10-14\",\n",
       "                \"2019-10-15\",\n",
       "                \"2019-10-16\",\n",
       "                \"2019-10-17\",\n",
       "                \"2019-10-18\",\n",
       "                \"2019-10-21\",\n",
       "                \"2019-10-22\",\n",
       "                \"2019-10-23\",\n",
       "                \"2019-10-24\",\n",
       "                \"2019-10-25\",\n",
       "                \"2019-10-28\",\n",
       "                \"2019-10-29\",\n",
       "                \"2019-10-30\",\n",
       "                \"2019-10-31\",\n",
       "                \"2019-11-01\",\n",
       "                \"2019-11-04\",\n",
       "                \"2019-11-05\",\n",
       "                \"2019-11-06\",\n",
       "                \"2019-11-07\",\n",
       "                \"2019-11-08\",\n",
       "                \"2019-11-11\",\n",
       "                \"2019-11-12\",\n",
       "                \"2019-11-13\",\n",
       "                \"2019-11-14\",\n",
       "                \"2019-11-15\",\n",
       "                \"2019-11-18\",\n",
       "                \"2019-11-19\",\n",
       "                \"2019-11-20\",\n",
       "                \"2019-11-21\",\n",
       "                \"2019-11-22\",\n",
       "                \"2019-11-25\",\n",
       "                \"2019-11-26\",\n",
       "                \"2019-11-27\",\n",
       "                \"2019-11-28\",\n",
       "                \"2019-11-29\",\n",
       "                \"2019-12-02\",\n",
       "                \"2019-12-03\",\n",
       "                \"2019-12-04\",\n",
       "                \"2019-12-05\",\n",
       "                \"2019-12-06\",\n",
       "                \"2019-12-09\",\n",
       "                \"2019-12-10\",\n",
       "                \"2019-12-11\",\n",
       "                \"2019-12-12\",\n",
       "                \"2019-12-13\",\n",
       "                \"2019-12-16\",\n",
       "                \"2019-12-17\",\n",
       "                \"2019-12-18\",\n",
       "                \"2019-12-19\",\n",
       "                \"2019-12-20\",\n",
       "                \"2019-12-23\",\n",
       "                \"2019-12-24\",\n",
       "                \"2019-12-25\",\n",
       "                \"2019-12-26\",\n",
       "                \"2019-12-27\",\n",
       "                \"2019-12-30\",\n",
       "                \"2019-12-31\",\n",
       "                \"2020-01-02\",\n",
       "                \"2020-01-03\",\n",
       "                \"2020-01-06\",\n",
       "                \"2020-01-07\",\n",
       "                \"2020-01-08\",\n",
       "                \"2020-01-09\",\n",
       "                \"2020-01-10\",\n",
       "                \"2020-01-13\",\n",
       "                \"2020-01-14\",\n",
       "                \"2020-01-15\",\n",
       "                \"2020-01-16\",\n",
       "                \"2020-01-17\",\n",
       "                \"2020-01-20\",\n",
       "                \"2020-01-21\",\n",
       "                \"2020-01-22\",\n",
       "                \"2020-01-23\",\n",
       "                \"2020-02-03\",\n",
       "                \"2020-02-04\",\n",
       "                \"2020-02-05\",\n",
       "                \"2020-02-06\",\n",
       "                \"2020-02-07\",\n",
       "                \"2020-02-10\",\n",
       "                \"2020-02-11\",\n",
       "                \"2020-02-12\",\n",
       "                \"2020-02-13\",\n",
       "                \"2020-02-14\",\n",
       "                \"2020-02-17\",\n",
       "                \"2020-02-18\",\n",
       "                \"2020-02-19\",\n",
       "                \"2020-02-20\",\n",
       "                \"2020-02-21\",\n",
       "                \"2020-02-24\",\n",
       "                \"2020-02-25\",\n",
       "                \"2020-02-26\",\n",
       "                \"2020-02-27\",\n",
       "                \"2020-02-28\",\n",
       "                \"2020-03-02\",\n",
       "                \"2020-03-03\",\n",
       "                \"2020-03-04\",\n",
       "                \"2020-03-05\",\n",
       "                \"2020-03-06\",\n",
       "                \"2020-03-09\",\n",
       "                \"2020-03-10\",\n",
       "                \"2020-03-11\",\n",
       "                \"2020-03-12\",\n",
       "                \"2020-03-13\",\n",
       "                \"2020-03-16\",\n",
       "                \"2020-03-17\",\n",
       "                \"2020-03-18\",\n",
       "                \"2020-03-19\",\n",
       "                \"2020-03-20\",\n",
       "                \"2020-03-23\",\n",
       "                \"2020-03-24\",\n",
       "                \"2020-03-25\",\n",
       "                \"2020-03-26\",\n",
       "                \"2020-03-27\",\n",
       "                \"2020-03-30\",\n",
       "                \"2020-03-31\",\n",
       "                \"2020-04-01\",\n",
       "                \"2020-04-02\",\n",
       "                \"2020-04-03\",\n",
       "                \"2020-04-07\",\n",
       "                \"2020-04-08\",\n",
       "                \"2020-04-09\",\n",
       "                \"2020-04-10\",\n",
       "                \"2020-04-13\",\n",
       "                \"2020-04-14\",\n",
       "                \"2020-04-15\",\n",
       "                \"2020-04-16\",\n",
       "                \"2020-04-17\",\n",
       "                \"2020-04-20\",\n",
       "                \"2020-04-21\",\n",
       "                \"2020-04-22\",\n",
       "                \"2020-04-23\",\n",
       "                \"2020-04-24\",\n",
       "                \"2020-04-27\",\n",
       "                \"2020-04-28\",\n",
       "                \"2020-04-29\",\n",
       "                \"2020-04-30\",\n",
       "                \"2020-05-06\",\n",
       "                \"2020-05-07\",\n",
       "                \"2020-05-08\",\n",
       "                \"2020-05-11\",\n",
       "                \"2020-05-12\",\n",
       "                \"2020-05-13\",\n",
       "                \"2020-05-14\",\n",
       "                \"2020-05-15\",\n",
       "                \"2020-05-18\",\n",
       "                \"2020-05-19\",\n",
       "                \"2020-05-20\",\n",
       "                \"2020-05-21\",\n",
       "                \"2020-05-22\",\n",
       "                \"2020-05-25\",\n",
       "                \"2020-05-26\",\n",
       "                \"2020-05-27\",\n",
       "                \"2020-05-28\",\n",
       "                \"2020-05-29\",\n",
       "                \"2020-06-01\",\n",
       "                \"2020-06-02\",\n",
       "                \"2020-06-03\",\n",
       "                \"2020-06-04\",\n",
       "                \"2020-06-05\",\n",
       "                \"2020-06-08\",\n",
       "                \"2020-06-09\",\n",
       "                \"2020-06-10\",\n",
       "                \"2020-06-11\",\n",
       "                \"2020-06-12\",\n",
       "                \"2020-06-15\",\n",
       "                \"2020-06-16\",\n",
       "                \"2020-06-17\",\n",
       "                \"2020-06-18\",\n",
       "                \"2020-06-19\",\n",
       "                \"2020-06-22\",\n",
       "                \"2020-06-23\",\n",
       "                \"2020-06-24\",\n",
       "                \"2020-06-29\",\n",
       "                \"2020-06-30\",\n",
       "                \"2020-07-01\",\n",
       "                \"2020-07-02\",\n",
       "                \"2020-07-03\"\n",
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       "        }\n",
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       "    \"yAxis\": [\n",
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       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"dataZoom\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"type\": \"slider\",\n",
       "            \"realtime\": true,\n",
       "            \"start\": 50,\n",
       "            \"end\": 100,\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"zoomLock\": false\n",
       "        },\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"type\": \"slider\",\n",
       "            \"realtime\": true,\n",
       "            \"start\": 50,\n",
       "            \"end\": 100,\n",
       "            \"orient\": \"vertical\",\n",
       "            \"zoomLock\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_175d390370b04f69b1514a052fdff5cf.setOption(option_175d390370b04f69b1514a052fdff5cf);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x124e19dd8>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sysfix.v_netvalue()\n",
    "# 吊打300，毕竟马后炮的最强基金"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "$(element).html(`<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>基金名称</th>\n",
       "      <th>基金代码</th>\n",
       "      <th>当日净值</th>\n",
       "      <th>单位成本</th>\n",
       "      <th>持有份额</th>\n",
       "      <th>基金现值</th>\n",
       "      <th>基金总申购</th>\n",
       "      <th>历史最大占用</th>\n",
       "      <th>基金持有成本</th>\n",
       "      <th>基金分红与赎回</th>\n",
       "      <th>换手率</th>\n",
       "      <th>基金收益总额</th>\n",
       "      <th>投资收益率</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>总计</td>\n",
       "      <td>total</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21948.45</td>\n",
       "      <td>16331.49</td>\n",
       "      <td>14000.00</td>\n",
       "      <td>13999.99</td>\n",
       "      <td>2331.50</td>\n",
       "      <td>0.150329</td>\n",
       "      <td>7948.46</td>\n",
       "      <td>56.7747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>货币基金</td>\n",
       "      <td>mf</td>\n",
       "      <td>1.35552</td>\n",
       "      <td>1.2395</td>\n",
       "      <td>1881.03</td>\n",
       "      <td>2549.77</td>\n",
       "      <td>3331.49</td>\n",
       "      <td>2331.48</td>\n",
       "      <td>2331.48</td>\n",
       "      <td>1000.01</td>\n",
       "      <td>0.279287</td>\n",
       "      <td>218.29</td>\n",
       "      <td>9.3627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>嘉实新兴产业股票</td>\n",
       "      <td>000751</td>\n",
       "      <td>3.57600</td>\n",
       "      <td>1.4892</td>\n",
       "      <td>671.49</td>\n",
       "      <td>2401.25</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.150329</td>\n",
       "      <td>1401.25</td>\n",
       "      <td>140.1250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>交银定期支付双息平衡混合</td>\n",
       "      <td>519732</td>\n",
       "      <td>4.21000</td>\n",
       "      <td>2.0931</td>\n",
       "      <td>477.75</td>\n",
       "      <td>2011.33</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.150329</td>\n",
       "      <td>1011.33</td>\n",
       "      <td>101.1330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>兴全商业模式优选混合</td>\n",
       "      <td>163415</td>\n",
       "      <td>2.43700</td>\n",
       "      <td>1.3781</td>\n",
       "      <td>725.65</td>\n",
       "      <td>1768.41</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.150329</td>\n",
       "      <td>768.41</td>\n",
       "      <td>76.8410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>易方达安心回馈混合</td>\n",
       "      <td>001182</td>\n",
       "      <td>1.86600</td>\n",
       "      <td>1.0981</td>\n",
       "      <td>910.67</td>\n",
       "      <td>1699.31</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.150329</td>\n",
       "      <td>699.31</td>\n",
       "      <td>69.9310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>交银优势行业混合</td>\n",
       "      <td>519697</td>\n",
       "      <td>4.27100</td>\n",
       "      <td>2.5531</td>\n",
       "      <td>365.88</td>\n",
       "      <td>1562.67</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>934.14</td>\n",
       "      <td>65.86</td>\n",
       "      <td>0.160230</td>\n",
       "      <td>628.53</td>\n",
       "      <td>62.8530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>中欧时代先锋股票A</td>\n",
       "      <td>001938</td>\n",
       "      <td>1.62160</td>\n",
       "      <td>0.7368</td>\n",
       "      <td>916.06</td>\n",
       "      <td>1485.48</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>674.99</td>\n",
       "      <td>325.01</td>\n",
       "      <td>0.199188</td>\n",
       "      <td>810.49</td>\n",
       "      <td>81.0490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>前海开源再融资股票</td>\n",
       "      <td>001178</td>\n",
       "      <td>1.62500</td>\n",
       "      <td>0.9057</td>\n",
       "      <td>888.35</td>\n",
       "      <td>1443.57</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>804.56</td>\n",
       "      <td>195.44</td>\n",
       "      <td>0.179710</td>\n",
       "      <td>639.01</td>\n",
       "      <td>63.9010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>易方达裕祥回报债券</td>\n",
       "      <td>002351</td>\n",
       "      <td>1.44500</td>\n",
       "      <td>1.0230</td>\n",
       "      <td>977.50</td>\n",
       "      <td>1412.49</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.150329</td>\n",
       "      <td>412.49</td>\n",
       "      <td>41.2490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>易方达丰和债券</td>\n",
       "      <td>002969</td>\n",
       "      <td>1.28140</td>\n",
       "      <td>1.0051</td>\n",
       "      <td>994.92</td>\n",
       "      <td>1274.89</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.150453</td>\n",
       "      <td>274.89</td>\n",
       "      <td>27.4890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>安信稳健增值混合A</td>\n",
       "      <td>001316</td>\n",
       "      <td>1.36160</td>\n",
       "      <td>1.0421</td>\n",
       "      <td>911.50</td>\n",
       "      <td>1241.10</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>949.87</td>\n",
       "      <td>50.13</td>\n",
       "      <td>0.157866</td>\n",
       "      <td>291.23</td>\n",
       "      <td>29.1230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>鹏华丰禄债券</td>\n",
       "      <td>003547</td>\n",
       "      <td>1.08980</td>\n",
       "      <td>0.8525</td>\n",
       "      <td>999.50</td>\n",
       "      <td>1089.26</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>852.07</td>\n",
       "      <td>147.93</td>\n",
       "      <td>0.172568</td>\n",
       "      <td>237.19</td>\n",
       "      <td>23.7190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>广发趋势优选灵活配置混合A</td>\n",
       "      <td>000215</td>\n",
       "      <td>1.61340</td>\n",
       "      <td>1.1712</td>\n",
       "      <td>669.68</td>\n",
       "      <td>1080.46</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>784.36</td>\n",
       "      <td>215.64</td>\n",
       "      <td>0.182747</td>\n",
       "      <td>296.10</td>\n",
       "      <td>29.6100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>海富通阿尔法对冲混合A</td>\n",
       "      <td>519062</td>\n",
       "      <td>1.14000</td>\n",
       "      <td>0.8208</td>\n",
       "      <td>814.44</td>\n",
       "      <td>928.46</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>668.52</td>\n",
       "      <td>331.48</td>\n",
       "      <td>0.200161</td>\n",
       "      <td>259.94</td>\n",
       "      <td>25.9940</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>`);\n",
       "\n",
       "                require([\"DT\"], function(DT) {$(document).ready( () => {\n",
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       "                    $(element).find(\"table.dataframe\").DataTable({'scrollX': '100%'});\n",
       "                    })\n",
       "                });\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>基金名称</th>\n",
       "      <th>基金代码</th>\n",
       "      <th>当日净值</th>\n",
       "      <th>单位成本</th>\n",
       "      <th>持有份额</th>\n",
       "      <th>基金现值</th>\n",
       "      <th>基金总申购</th>\n",
       "      <th>历史最大占用</th>\n",
       "      <th>基金持有成本</th>\n",
       "      <th>基金分红与赎回</th>\n",
       "      <th>换手率</th>\n",
       "      <th>基金收益总额</th>\n",
       "      <th>投资收益率</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>总计</td>\n",
       "      <td>total</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21948.45</td>\n",
       "      <td>16331.49</td>\n",
       "      <td>14000.00</td>\n",
       "      <td>13999.99</td>\n",
       "      <td>2331.50</td>\n",
       "      <td>0.150329</td>\n",
       "      <td>7948.46</td>\n",
       "      <td>56.7747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>货币基金</td>\n",
       "      <td>mf</td>\n",
       "      <td>1.35552</td>\n",
       "      <td>1.2395</td>\n",
       "      <td>1881.03</td>\n",
       "      <td>2549.77</td>\n",
       "      <td>3331.49</td>\n",
       "      <td>2331.48</td>\n",
       "      <td>2331.48</td>\n",
       "      <td>1000.01</td>\n",
       "      <td>0.279287</td>\n",
       "      <td>218.29</td>\n",
       "      <td>9.3627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>嘉实新兴产业股票</td>\n",
       "      <td>000751</td>\n",
       "      <td>3.57600</td>\n",
       "      <td>1.4892</td>\n",
       "      <td>671.49</td>\n",
       "      <td>2401.25</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.150329</td>\n",
       "      <td>1401.25</td>\n",
       "      <td>140.1250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>交银定期支付双息平衡混合</td>\n",
       "      <td>519732</td>\n",
       "      <td>4.21000</td>\n",
       "      <td>2.0931</td>\n",
       "      <td>477.75</td>\n",
       "      <td>2011.33</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.150329</td>\n",
       "      <td>1011.33</td>\n",
       "      <td>101.1330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>兴全商业模式优选混合</td>\n",
       "      <td>163415</td>\n",
       "      <td>2.43700</td>\n",
       "      <td>1.3781</td>\n",
       "      <td>725.65</td>\n",
       "      <td>1768.41</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.150329</td>\n",
       "      <td>768.41</td>\n",
       "      <td>76.8410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>易方达安心回馈混合</td>\n",
       "      <td>001182</td>\n",
       "      <td>1.86600</td>\n",
       "      <td>1.0981</td>\n",
       "      <td>910.67</td>\n",
       "      <td>1699.31</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.150329</td>\n",
       "      <td>699.31</td>\n",
       "      <td>69.9310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>交银优势行业混合</td>\n",
       "      <td>519697</td>\n",
       "      <td>4.27100</td>\n",
       "      <td>2.5531</td>\n",
       "      <td>365.88</td>\n",
       "      <td>1562.67</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>934.14</td>\n",
       "      <td>65.86</td>\n",
       "      <td>0.160230</td>\n",
       "      <td>628.53</td>\n",
       "      <td>62.8530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>中欧时代先锋股票A</td>\n",
       "      <td>001938</td>\n",
       "      <td>1.62160</td>\n",
       "      <td>0.7368</td>\n",
       "      <td>916.06</td>\n",
       "      <td>1485.48</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>674.99</td>\n",
       "      <td>325.01</td>\n",
       "      <td>0.199188</td>\n",
       "      <td>810.49</td>\n",
       "      <td>81.0490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>前海开源再融资股票</td>\n",
       "      <td>001178</td>\n",
       "      <td>1.62500</td>\n",
       "      <td>0.9057</td>\n",
       "      <td>888.35</td>\n",
       "      <td>1443.57</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>804.56</td>\n",
       "      <td>195.44</td>\n",
       "      <td>0.179710</td>\n",
       "      <td>639.01</td>\n",
       "      <td>63.9010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>易方达裕祥回报债券</td>\n",
       "      <td>002351</td>\n",
       "      <td>1.44500</td>\n",
       "      <td>1.0230</td>\n",
       "      <td>977.50</td>\n",
       "      <td>1412.49</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.150329</td>\n",
       "      <td>412.49</td>\n",
       "      <td>41.2490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>易方达丰和债券</td>\n",
       "      <td>002969</td>\n",
       "      <td>1.28140</td>\n",
       "      <td>1.0051</td>\n",
       "      <td>994.92</td>\n",
       "      <td>1274.89</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.150453</td>\n",
       "      <td>274.89</td>\n",
       "      <td>27.4890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>安信稳健增值混合A</td>\n",
       "      <td>001316</td>\n",
       "      <td>1.36160</td>\n",
       "      <td>1.0421</td>\n",
       "      <td>911.50</td>\n",
       "      <td>1241.10</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>949.87</td>\n",
       "      <td>50.13</td>\n",
       "      <td>0.157866</td>\n",
       "      <td>291.23</td>\n",
       "      <td>29.1230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>鹏华丰禄债券</td>\n",
       "      <td>003547</td>\n",
       "      <td>1.08980</td>\n",
       "      <td>0.8525</td>\n",
       "      <td>999.50</td>\n",
       "      <td>1089.26</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>852.07</td>\n",
       "      <td>147.93</td>\n",
       "      <td>0.172568</td>\n",
       "      <td>237.19</td>\n",
       "      <td>23.7190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>广发趋势优选灵活配置混合A</td>\n",
       "      <td>000215</td>\n",
       "      <td>1.61340</td>\n",
       "      <td>1.1712</td>\n",
       "      <td>669.68</td>\n",
       "      <td>1080.46</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>784.36</td>\n",
       "      <td>215.64</td>\n",
       "      <td>0.182747</td>\n",
       "      <td>296.10</td>\n",
       "      <td>29.6100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>海富通阿尔法对冲混合A</td>\n",
       "      <td>519062</td>\n",
       "      <td>1.14000</td>\n",
       "      <td>0.8208</td>\n",
       "      <td>814.44</td>\n",
       "      <td>928.46</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>668.52</td>\n",
       "      <td>331.48</td>\n",
       "      <td>0.200161</td>\n",
       "      <td>259.94</td>\n",
       "      <td>25.9940</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             基金名称    基金代码     当日净值    单位成本     持有份额      基金现值     基金总申购  \\\n",
       "14             总计   total      NaN     NaN      NaN  21948.45  16331.49   \n",
       "13           货币基金      mf  1.35552  1.2395  1881.03   2549.77   3331.49   \n",
       "12       嘉实新兴产业股票  000751  3.57600  1.4892   671.49   2401.25   1000.00   \n",
       "8    交银定期支付双息平衡混合  519732  4.21000  2.0931   477.75   2011.33   1000.00   \n",
       "9      兴全商业模式优选混合  163415  2.43700  1.3781   725.65   1768.41   1000.00   \n",
       "6       易方达安心回馈混合  001182  1.86600  1.0981   910.67   1699.31   1000.00   \n",
       "7        交银优势行业混合  519697  4.27100  2.5531   365.88   1562.67   1000.00   \n",
       "11      中欧时代先锋股票A  001938  1.62160  0.7368   916.06   1485.48   1000.00   \n",
       "10      前海开源再融资股票  001178  1.62500  0.9057   888.35   1443.57   1000.00   \n",
       "5       易方达裕祥回报债券  002351  1.44500  1.0230   977.50   1412.49   1000.00   \n",
       "4         易方达丰和债券  002969  1.28140  1.0051   994.92   1274.89   1000.00   \n",
       "1       安信稳健增值混合A  001316  1.36160  1.0421   911.50   1241.10   1000.00   \n",
       "3          鹏华丰禄债券  003547  1.08980  0.8525   999.50   1089.26   1000.00   \n",
       "0   广发趋势优选灵活配置混合A  000215  1.61340  1.1712   669.68   1080.46   1000.00   \n",
       "2     海富通阿尔法对冲混合A  519062  1.14000  0.8208   814.44    928.46   1000.00   \n",
       "\n",
       "      历史最大占用    基金持有成本  基金分红与赎回       换手率   基金收益总额     投资收益率  \n",
       "14  14000.00  13999.99  2331.50  0.150329  7948.46   56.7747  \n",
       "13   2331.48   2331.48  1000.01  0.279287   218.29    9.3627  \n",
       "12   1000.00   1000.00     0.00  0.150329  1401.25  140.1250  \n",
       "8    1000.00   1000.00     0.00  0.150329  1011.33  101.1330  \n",
       "9    1000.00   1000.00     0.00  0.150329   768.41   76.8410  \n",
       "6    1000.00   1000.00     0.00  0.150329   699.31   69.9310  \n",
       "7    1000.00    934.14    65.86  0.160230   628.53   62.8530  \n",
       "11   1000.00    674.99   325.01  0.199188   810.49   81.0490  \n",
       "10   1000.00    804.56   195.44  0.179710   639.01   63.9010  \n",
       "5    1000.00   1000.00     0.00  0.150329   412.49   41.2490  \n",
       "4    1000.00   1000.00     0.00  0.150453   274.89   27.4890  \n",
       "1    1000.00    949.87    50.13  0.157866   291.23   29.1230  \n",
       "3    1000.00    852.07   147.93  0.172568   237.19   23.7190  \n",
       "0    1000.00    784.36   215.64  0.182747   296.10   29.6100  \n",
       "2    1000.00    668.52   331.48  0.200161   259.94   25.9940  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sysfix.summary()\n",
    "# 我们看到此时出现了货币基金选项，这是因为默认现金分红会智能处理帮你买入货币基金"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们可以进一步进行指标分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.508105417009912, 0.040867579213678853, 0.279802542882795)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sysfix.beta(), sysfix.alpha(), sysfix.sharpe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0684, 0.11160584774628288)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sysfix.total_annualized_returns(), sysfix.algorithm_volatility()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Timestamp('2020-02-25 00:00:00'),\n",
       " Timestamp('2020-03-23 00:00:00'),\n",
       " -0.08257630349535526)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sysfix.max_drawdown()\n",
    "# 最大回撤8%发生在今年，竟然不是18年，是不是说明马后炮组合的优势再减弱？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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